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embedding-finetuned

Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
Generated from Trainer
dataset_size:900
loss:GISTEmbedLoss
Eval Results
text-embeddings-inference
Inference Endpoints
Model card Files Community
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pytorch_model.bin upload/update

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Files changed (7) hide show
  1. 1_Pooling/config.json +2 -2
  2. README.md +409 -383
  3. config.json +8 -3
  4. model.safetensors +2 -2
  5. sentence_bert_config.json +2 -2
  6. tokenizer.json +1 -1
  7. tokenizer_config.json +1 -8
1_Pooling/config.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "word_embedding_dimension": 384,
3
- "pooling_mode_cls_token": false,
4
- "pooling_mode_mean_tokens": true,
5
  "pooling_mode_max_tokens": false,
6
  "pooling_mode_mean_sqrt_len_tokens": false,
7
  "pooling_mode_weightedmean_tokens": false,
 
1
  {
2
  "word_embedding_dimension": 384,
3
+ "pooling_mode_cls_token": true,
4
+ "pooling_mode_mean_tokens": false,
5
  "pooling_mode_max_tokens": false,
6
  "pooling_mode_mean_sqrt_len_tokens": false,
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  "pooling_mode_weightedmean_tokens": false,
README.md CHANGED
@@ -8,7 +8,7 @@ tags:
8
  - generated_from_trainer
9
  - dataset_size:900
10
  - loss:GISTEmbedLoss
11
- base_model: sentence-transformers/all-MiniLM-L6-v2
12
  datasets: []
13
  metrics:
14
  - cosine_accuracy@1
@@ -44,115 +44,117 @@ metrics:
44
  - dot_mrr@100
45
  - dot_map@100
46
  widget:
47
- - source_sentence: How does the committee assist in the identification of produce
48
- clusters for FPOs?
49
  sentences:
50
- - '''8.1 CSCs under Ministry of Electronics and Information Technology (MeITY)
51
- have been engaged to enrol non-loanee farmers. The Insurance Companies are
52
- required to enter into a separate agreement with CSC and pay service charges
53
- as fixed by DAC&FW, GOI per farmer per village per season. No other agreement
54
- or payment is required to be made for this purpose. Nodal agency for engagement
55
- with Ministry of Agriculture and Farmers Welfare and Insurance Companies will
56
- be CSC-SPV, a company established under MeITY for carrying out e-governance
57
- initiatives of GoI. 8.2 No charges/fee shall be borne or paid by the farmers
58
- being enrolled through CSCs i.e. CSC-SPV and CSC-VLE 8.3 As per IRDA circular,
59
- no separate qualification/certification will be required for the VLEs of CSCs
60
- to facilitate enrolment of non-loanee farmers. 8.4 All empanelled Insurance
61
- Companies will compulsorily be required to enter into an agreement with CSC
62
- for enrolment of non-loanee farmers and for provision of other defined services
63
- to farmers. 8.5 Other designated intermediaries may be linked with the Portal
64
- in due course. 8.6 Empanelled Insurance Companies have to necessarily register
65
- on the portal and submit list and details of agents/intermediaries engaged
66
- for enrolment of non-loanee farmers in the beginning of each season within
67
- 10 days of award of work in the State. Further all agents/intermediaries have
68
- to work strictly as per the provisions of the Scheme and IRDA regulations'''
69
- - '''7.2.2 For the claims arising out of crop damage due to post-harvest losses
70
- and localized risks, assessment of damage will be made on individual farm basis
71
- as outlined in (Section 21, para 21.4 and 21.5 respectively). 7.2.3 SLCCCI
72
- will, for the purpose of notification, consider factors such as availability of
73
- past yield data based on CCEs for adequate number of years (at least 7 years for
74
- calculation of threshold yield), cropped acreage and capacity for estimating yield
75
- during proposed season, etc. State govt. should endeavour to cover all the major
76
- crops grown in all the districts of the State. States should ensure that a standard
77
- methodology of yield estimation exists for all the crops proposed to be notified 7.2.4 State
78
- Govt./ UT should provide 10 years'' historical yield data in soft format(in Excel)
79
- in English to Insurance Companies for calculation of threshold yield , premium
80
- rates etc. at insurance unit area and in its absence, data at next higher unit/nearest
81
- neighbouring unit/weighted average of contiguous units, as decided by the SLCCCI
82
- shall be used. The level and name of notified area of insurance unit must be part
83
- of notification and should be provided at the time of bidding itself. 7.2.5 In
84
- case State Govts/UT proposes to notify irrigated and un-irrigated areas under
85
- a crop separately, they shall ensure that minimum CCEs are planned and conducted
86
- for irrigated and un-irrigated crops separately in such areas.'''
87
- - '''(i) It will regularly monitor and review the progress of FPO development and functioning
88
- by holding its regular meetings. (ii) It will work out a strategy for all stakeholders
89
- including the Implementing Agencies (SFAC, NABARD and NCDC), institutions engaged
90
- in formation and promotion of FPOs and State Government machinery engaged in agricultural
91
- and rural development to work synergistically to achieve the objective. (iii) It
92
- will identify the constraints in implementation of scheme and communicate to DAC&FW
93
- and N-PMAFSC for taking the appropriate policy decision, if so required. (iv) It
94
- will direct respective State Government departments to help in identification of
95
- produce clusters for recommendation to N-PMAFSC and assist in mobilization of
96
- farmers to form the FPOs. (v) It will formulate an effective extension mechanism
97
- to be undertaken through existing State extension machinery down the line. (vi)
98
- Most importantly, the committee will coordinate with respective State Government
99
- departments to facilitate FPOs in getting the license/registration for inputs,
100
- shops/spaces in the mandis and also availing the assistance for development of
101
- various infrastructures relating to production and postproduction activities.
102
- The committee will also ensure that FPOs be associated/involved in all the farmers''
103
- centric schemes of the Government to the extent feasible. (vii) It will facilitate
104
- in making available land at appropriate place for development of common facility
105
- center and also custom hiring center. It will also strategize and prioritize
106
- for linking of Common Facility Centre (CFC) with e-NAM or with any other e-trading
107
- platform.'''
108
- - source_sentence: How can the Standardized Precipitation Index (SPI) be developed?
109
- sentences:
110
- - '''Identification of Outliers: All these above analyses can be used to check whether
111
- there was any reason for yield deviation as presented in the CCE data. Then a
112
- yield proxy map may be prepared. The Yield proxy map can be derived from remote
113
- sensing vegetation indices (single or combination of indices), crop simulation
114
- model output, or an integration of various parameters, which are related to crop
115
- yield, such as soil, weather (gridded), satellite based products, etc. Whatever,
116
- yield proxies to be used, it is the responsibility of the organization to record documentary
117
- evidence (from their or other''s published work) that the yield proxy is related
118
- to the particular crop''s yield. Then the IU level yields need to be overlaid
119
- on the yield proxy map. Both yield proxy and CCE yield can be divided into 4-5
120
- categories (e.g. Very good, Good, Medium, Poor, Very poor). Wherever there is
121
- large mismatch between yield proxy and the CCE yield (more than 2 levels), the
122
- CCE yield for that IU can be considered, as outliers.'''
123
- - '''i. Shareholder List and Share Capital contribution by each Member verified
124
- and certified by a Chartered Accountant (CA) prior to submission (Format attached,
125
- Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek
126
- Equity Grant for Members (Format attached, Annexure I- Enclosure-II). iii. Consent
127
- of Shareholders, stating name of shareholder, gender, number of shares held, face
128
- value of shares, land holding, and signature, signifying consent for Implementing
129
- Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf,
130
- to FPC Bank account, against the consideration of additional shares of equivalent
131
- value to be issued to them by FPC and on exit- transfer of the shares as per rules
132
- (Format attached, Annexure I-Enclosure-III). iv. Audited Financials of FPO for
133
- a minimum 1 year/for all years of existence of the FPO if formed less than three
134
- years prior to application/ for the last 3 years for FPO in existence for 3 years
135
- or more, verified and certified by a Chartered Accountant (CA) prior to submission.
136
- v. Photocopy of FPO Bank Account Statement for last six months authenticated by
137
- Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs,
138
- and identity proof (one from among ration card, Aadhaar card, election identification
139
- card, and passport of Representatives/ Directors authorized by the Board for executing
140
- and signing all documents under the Scheme. viii. Each page of Application Form and
141
- accompanying documents should be signed by a minimum of two Board Member Authorised
142
- Representatives of FPO;'''
143
- - '''gridded or satellite based data, Dry-spell Occurrence, Temperature Anomaly,
144
- Soil Moisture Analysis (either from satellite or model data) and any other available
145
- weather parameters (related to crop condition), either from ground or satellite
146
- data. Another rainfall based index, which can also be studied, is Standardized
147
- Precipitation Index (SPI). SPI can be developed using IMD gridded rainfall data
148
- or NOAA CPC rainfall data. However, while using gridded data (either from satellite
149
- or ground stations), appropriate resolution should be used at appropriate level.
150
- For example, 0.25 degree data should be used only at district level and not at
151
- block/village level. High resolution weather data can also be sourced from weather
152
- companies.'''
153
- - source_sentence: What will Implementing Agencies do in consultation with DAC&FW
154
- regarding FPOs?
155
  sentences:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
156
  - '''The protocol of timelines defined above shall also be applicable to the actual
157
  Yield data being provided by the concerned State department in batches, i.e. Crop-wise-District-wise
158
  lots of data and timelines for each batch of data shall be counted separately/batch
@@ -177,208 +179,232 @@ widget:
177
  and follow the procedure as defined in the SOP. 19.5 State shall also constitute
178
  the State Level Technical Advisory Committee (STAC) on similar pattern to resolve
179
  disputes.'''
180
- - '''Name of Implementing Agency (NABARD/NCDC):.............................................
181
- Address: ...........................................................................................................
182
- ...........................................................................................................
183
- ................................................................................................................. Phone
184
- Number: ............................................................................. (Each
185
- page of the application form should be signed by Branch head and Zonal Manager) Name
186
- and Address of the applicant Bank Branch : 1 a) Complete Postal Address (*with
187
- pin-code) : 1 b) Phone No. with STD : 1 c) Fax No.: 1 d) E-Mail Address: 1
188
- e) Details of the authorised Designation Mobile No. E-Mail Address. person
189
- of the Bank submitting the Claim: 2 Name of Borrower FPO : 2 a) Constitution: Producer
190
- Organization 2 b) Registered Office Address (*with pin-code): (i). Phone No. (ii).
191
- Fax No. (iii). E-mail Address 2 c) Business Office Address (if any) (i). Phone
192
- No. (ii). Fax No. (iii). E-mail Address 2 d) Name of CEO : Mobile No. 2 e)
193
- Credit Facility for which guarantee cover sought : Old New Expansion Technical
194
- Upgradation 2 f ) Give details of components:- Inputs: Processing: Marketing: Any
195
- other: Total Investment: 3 Banking Facilities Sanctioned by sanctioning authority
196
- (Rs. in Lakh):- (i). Term-Loan : Date of Sanction: Amount Outstanding: IRAC
197
- Status: IRAC Status: (ii).Cash Credit : Date of Sanction: Amount Outstanding: 3
198
- a) Sanctioning Office: Branch: ZO / RO: HO: 3 b) Designation of Sanctioning
199
- Authority : 3 c) Sanctioning authority approval vide : 3 d) Sanction /
200
- Appraisal Note No. Dated: 3 e) Agenda No. / Minutes conveying sanction : 4 Name
201
- and Address of Controlling Office of the Branch (*with pin-code): 4.a). Name
202
- of Controlling Authority : 4.b). Mobile No.: 4.c). Fax. No. : 4.d). E-Mail
203
- Address. : 5 Present status of FPO Activity : (Give component wise details) 5.
204
- a) 5. b). 5. c). 5. d). 5. e). 5. f ) 6 Status of Accounts 6. a).
205
- Term-Loan: Amount of Disbursement till date : Outstanding as on date : i).'''
206
- - '''(i) Implementing Agencies will closely and cohesively work with CBBOs to ensure
207
- that CBBOs perform their activities to make FPOs economically sustainable. (ii)
208
- Implementing Agencies will also monitor CBBOs to ensure regular data entry on
209
- integrated portal with respect to details of respective FPOs. (iii) Implementing
210
- Agencies can operate through their MIS portal till Integrated Portal is put in
211
- place to ensure uniformity of database on FPO. Once national level Integrated
212
- Portal managed through National Project Management Agency (NPMA) is put in place,
213
- Implementing Agencies will have to ensure interoperability with Integrated Portal
214
- to ensure smooth data transfer and operate in coordination with Integrated Portal
215
- design and requirement. (iv) NABARD and NCDC will maintain and manage Credit
216
- Guarantee Fund (CGF) as per the established procedure. (v) Implementing Agencies
217
- in consultation with DAC&FW will formulate rating tools for FPOs to assess them
218
- in terms of level of activity, economic viability and sustainability, etc. The
219
- rating of the FPOs can be used as an instrument to promote FPOs. (vi) Implementing
220
- Agencies will prepare Annual Action Plan and submit to DAC&FW in advance for
221
- consideration of Project Management Advisory and Fund Sanctioning Committee (N-PMAFSC)
222
- along with prescribed Utilization Certificate. (vii) As assigned by DAC&FW/N-PMAFSC,
223
- Implementing Agency will coordinate with concerned Value-Chain Organization(s)
224
- regarding stages of formation and promotion of FPOs by those organizations along
225
- with FPO management cost & utilization of previous amount along with documentary
226
- proof from time to time as well as requirement of Equity Grant for channelizing
227
- their claim to N-PMAFSC for payment.'''
228
- - source_sentence: How is the bidding process conducted?
229
  sentences:
230
- - '''Identification of Outliers: All these above analyses can be used to check whether
231
- there was any reason for yield deviation as presented in the CCE data. Then a
232
- yield proxy map may be prepared. The Yield proxy map can be derived from remote
233
- sensing vegetation indices (single or combination of indices), crop simulation
234
- model output, or an integration of various parameters, which are related to crop
235
- yield, such as soil, weather (gridded), satellite based products, etc. Whatever,
236
- yield proxies to be used, it is the responsibility of the organization to record documentary
237
- evidence (from their or other''s published work) that the yield proxy is related
238
- to the particular crop''s yield. Then the IU level yields need to be overlaid
239
- on the yield proxy map. Both yield proxy and CCE yield can be divided into 4-5
240
- categories (e.g. Very good, Good, Medium, Poor, Very poor). Wherever there is
241
- large mismatch between yield proxy and the CCE yield (more than 2 levels), the
242
- CCE yield for that IU can be considered, as outliers.'''
243
- - '''However, in absence of insured area of last year/season for all proposed crops
244
- or any crop, net sown area of that crop(s) will be considered for calculation
245
- of weighted premium of district. This data will be used for calculation of L1
246
- only. 7.1.5 Bidding **shall be done through e-tendering** and work order may
247
- be released within 2 weeks of the opening of the Tender. 7.1.6 Depending on
248
- the risk profile, historical loss cost and cost benefit analysis for the proposed
249
- crop(s) in district(s) of any cluster, if the State Government feels that the
250
- premium rate likely to be offered by bidding Insurance Companies would be abnormally
251
- high, then the State Govt. can fix a ceiling on premium rates for such crop(s)
252
- proposed to be included in the bidding evaluation for the bidding period. However,
253
- recourse to this ceiling provision may be done only in well justified cases and
254
- not as a general practice. The ceiling premium rate may be derived based on statistical
255
- evaluation/actuarial premium analysis, loss cost, historical payout etc and name
256
- of such crop should be disclosed by State Govt. compulsorily in the tender document. 7.1.7 In
257
- such cases where a ceiling has been indicated, State government must call financial
258
- bids in two step bidding or in two separate envelopes. First bid/envelop is for
259
- disclosing the premium rate offered by each participating Insurance Company for
260
- such ceiling crops and must be categorised under \''Ceiling Premium Rate\'' and 2nd bid
261
- envelop is for bidding of crop wise premium rate for all crops included in tender.
262
- Time interval for opening of both bid/envelop should be compulsorily mentioned
263
- in the bidding documents and should preferably be on the same day. All participating
264
- Insurance Companies have to submit the bid offer as per the procedure mentioned
265
- above. 7.1.8 State Govt.'''
266
- - ''' This consent of the beneficiary should be \''to agree that the department
267
- responsible for implementation of the Pradhan Mantri Kisan Samman Nidhi Yojana
268
- in Union Government or the State Government / Union Territory Administration can
269
- use the beneficiary Aadhaar number and other information provided in the declaration
270
- to verify the eligibility of the beneficiary for scheme as per extant scheme guidelines
271
- with the concerned agencies\''. 6.3 The existing land-ownership system in the
272
- concerned State / UT will be used for identification of beneficiaries. Accordingly,
273
- it is of utmost importance that the land records are clear and updated. Further,
274
- State / UT Governments would also expedite the progress of digitization of
275
- the land records and linking the same with Aadhaar as well as bank details of
276
- the beneficiaries. 6.4 The lists of eligible beneficiaries would be published
277
- at the village level. Farmers'' families who are eligible but have been excluded
278
- should be provided an opportunity to represent their case.'''
279
- - source_sentence: What is the role of the committee in the development and functioning
280
- of FPOs?
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
281
  sentences:
282
- - '''20.3.1 For addressing the issue of reliability of CCEs in terms of their
283
- accuracy, representativeness and timeliness, innovative technologies such as
284
- satellite remote sensing, drone, modeling, AWS/ARG, real time transmission of
285
- data etc. should be utilized. This will ensure accurate assessment of yield and timely
286
- payment of claims to farmers. Various studies carried out by national and international
287
- organizations, including MNCFC, NRSC, SAC, CCAFS, IRRI, IFPRI, World Bank, etc.
288
- have shown that the use of satellite, weather, soil and crop data, along with
289
- images/video capture of crop growth at various stages and accurate sample CCE
290
- data collection can improve the yield data quality/ timeliness and support timely
291
- claim processing and payments. 20.3.2 States, with the support of national
292
- centres as mentioned above, SRSC and SAUs, need to carry out adequate number
293
- of pilot studies for improved yield estimation using technology, as mentioned above,
294
- and small number of good quality CCEs. When a significant correlation is observed
295
- between remote sensing and weather estimated yield and yield estimated through
296
- CCEs, States and Insurance Companies can use these technologies in estimating
297
- the crop yields at IU level, subject to the satisfaction of both States and Insurance
298
- Companies about the accuracy of the yield estimates, to service the claims.'''
299
- - '''| 9. | Paid up Capital (in INR) |\n|--------------------------------------------------|--------------------------------|\n| | |\n| | |\n| | |\n|
300
- 10. | Amount of Equity Grant sought |\n|
301
- (in INR) | |\n| | |\n|
302
- 11. | Maximum shareholding of an |\n|
303
- Individual Shareholder Member | |\n| | |\n|
304
- 12. | Bank name in which account
305
- is |\n| maintained | |\n|
306
- 13. | Account number |\n| | |\n| | |\n|
307
- 14. | Branch name & IFSC code |\n| | |\n| | |\n|
308
- 15. | Number of Directors with their
309
- |\n| briefs | |\n| | |\n| | |\n|
310
- 16. | Mode |\n|
311
- (election/ nomination) | |\n| | |\n| | |\n|
312
- 17. | Number of Women Director(s) |\n| | |\n| | |\n| | |\n| | |\n|
313
- 18. | Date(s) of Board/Governing |\n|
314
- Body Meetings held in the last | |\n|
315
- year | |\n|
316
- 19. | Number of functional |\n|
317
- committees of the FPO: | |\n|
318
- (Mention the major activities of | |\n|
319
- each committee) | |\n|
320
- 1. | |\n|
321
- 2. | |\n|
322
- 3. | |\n| | |\n|
323
- 20. | Roles & Responsibility of |\n|
324
- Boards/ Governing Body | |\n|
325
- 1. | |\n|
326
- 2. | |\n|
327
- 3. | |\n|
328
- 4. | |\n| | |\n| | |\n| | |\n|
329
- 2. Details of Board of Directors/Governing Body- | |\n|
330
- DIN | |\n|
331
- Number | |\n|
332
- Aadhar | |\n|
333
- Numbe | |\n|
334
- r | |\n|
335
- Contact | |\n|
336
- No./ | |\n|
337
- Address | |\n|
338
- Land | |\n|
339
- holding | |\n|
340
- (in Acres) | |\n|
341
- S. | |\n|
342
- No | |\n|
343
- . | |\n|
344
- Designati | |\n|
345
- on/ Role | |\n|
346
- in the | |\n|
347
- FPO | |\n|
348
- Qualificati | |\n|
349
- ons | |\n|
350
- Tenure (in | |\n|
351
- yrs.) | |\n|
352
- Name of the | |\n|
353
- Directors of | |\n|
354
- Board/ | |\n|
355
- Governing | |\n|
356
- Body | |\n|
357
- 1. | |\n|
358
- 2. | |\n|
359
- 3. | |\n|
360
- 4. | |\n| | |\n| | |\n| | |\n| | |\n| | |'''
361
- - '''(i) It will closely monitor and review the progress of FPO development and functioning
362
- by holding its regular meetings. (ii) It will suggest the potential produce
363
- clusters in the district (where FPOs can be formed & promoted) to N-PMAFSC and
364
- will also assist Implementing Agencies, CBBOs and other stakeholders in identification
365
- of cluster(s) and activity (ies) and also in mobilization of farmers. (iii) It
366
- will resolve the financial constraints of FPOs through District Level Bankers'' Committee
367
- and provide feedback to N-PMAFSC. (iv) It will identify the constraints in implementation
368
- of scheme at the ground level and communicate the same to State Level Consultative
369
- Committee for further taking up the matter with DAC&FW and N-PMAFSC for appropriate
370
- policy decision. (v) Any other matter so decided by the committee in the interest
371
- of the scheme and farmers. 14.4 Close and effective monitoring has been considered
372
- a major trigger for success of this scheme. Therefore, in addition to three tiered
373
- afore-stated structured mechanism for monitoring of the scheme, there shall be
374
- continuous in-house monitoring by DAC&FW and by the Implementing Agencies also.
375
- The DAC&FW may utilize the services of Directorate of Marketing & Inspection (DMI),
376
- which has existence through its Regional & Sub-Offices across the country. For
377
- effective monitoring, DAC&FW may engage consultants also and cost for same will
378
- be borne from the budget of the scheme itself.'''
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
379
  pipeline_tag: sentence-similarity
380
  model-index:
381
- - name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
382
  results:
383
  - task:
384
  type: information-retrieval
@@ -388,113 +414,113 @@ model-index:
388
  type: val_evaluator
389
  metrics:
390
  - type: cosine_accuracy@1
391
- value: 0.46
392
  name: Cosine Accuracy@1
393
  - type: cosine_accuracy@5
394
- value: 0.83
395
  name: Cosine Accuracy@5
396
  - type: cosine_accuracy@10
397
- value: 0.89
398
  name: Cosine Accuracy@10
399
  - type: cosine_precision@1
400
- value: 0.46
401
  name: Cosine Precision@1
402
  - type: cosine_precision@5
403
- value: 0.16599999999999995
404
  name: Cosine Precision@5
405
  - type: cosine_precision@10
406
- value: 0.08899999999999997
407
  name: Cosine Precision@10
408
  - type: cosine_recall@1
409
- value: 0.46
410
  name: Cosine Recall@1
411
  - type: cosine_recall@5
412
- value: 0.83
413
  name: Cosine Recall@5
414
  - type: cosine_recall@10
415
- value: 0.89
416
  name: Cosine Recall@10
417
  - type: cosine_ndcg@5
418
- value: 0.6567480575340123
419
  name: Cosine Ndcg@5
420
  - type: cosine_ndcg@10
421
- value: 0.6772203266148452
422
  name: Cosine Ndcg@10
423
  - type: cosine_ndcg@100
424
- value: 0.7023864779933896
425
  name: Cosine Ndcg@100
426
  - type: cosine_mrr@5
427
- value: 0.5991666666666667
428
  name: Cosine Mrr@5
429
  - type: cosine_mrr@10
430
- value: 0.6082619047619049
431
  name: Cosine Mrr@10
432
  - type: cosine_mrr@100
433
- value: 0.6142083088480149
434
  name: Cosine Mrr@100
435
  - type: cosine_map@100
436
- value: 0.6142083088480148
437
  name: Cosine Map@100
438
  - type: dot_accuracy@1
439
- value: 0.46
440
  name: Dot Accuracy@1
441
  - type: dot_accuracy@5
442
- value: 0.83
443
  name: Dot Accuracy@5
444
  - type: dot_accuracy@10
445
- value: 0.89
446
  name: Dot Accuracy@10
447
  - type: dot_precision@1
448
- value: 0.46
449
  name: Dot Precision@1
450
  - type: dot_precision@5
451
- value: 0.16599999999999995
452
  name: Dot Precision@5
453
  - type: dot_precision@10
454
- value: 0.08899999999999997
455
  name: Dot Precision@10
456
  - type: dot_recall@1
457
- value: 0.46
458
  name: Dot Recall@1
459
  - type: dot_recall@5
460
- value: 0.83
461
  name: Dot Recall@5
462
  - type: dot_recall@10
463
- value: 0.89
464
  name: Dot Recall@10
465
  - type: dot_ndcg@5
466
- value: 0.6580573550697268
467
  name: Dot Ndcg@5
468
  - type: dot_ndcg@10
469
- value: 0.6785296241505598
470
  name: Dot Ndcg@10
471
  - type: dot_ndcg@100
472
- value: 0.7036957755291041
473
  name: Dot Ndcg@100
474
  - type: dot_mrr@5
475
- value: 0.6008333333333334
476
  name: Dot Mrr@5
477
  - type: dot_mrr@10
478
- value: 0.6099285714285716
479
  name: Dot Mrr@10
480
  - type: dot_mrr@100
481
- value: 0.6158749755146816
482
  name: Dot Mrr@100
483
  - type: dot_map@100
484
- value: 0.6158749755146814
485
  name: Dot Map@100
486
  ---
487
 
488
- # SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
489
 
490
- This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
491
 
492
  ## Model Details
493
 
494
  ### Model Description
495
  - **Model Type:** Sentence Transformer
496
- - **Base model:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) <!-- at revision 8b3219a92973c328a8e22fadcfa821b5dc75636a -->
497
- - **Maximum Sequence Length:** 256 tokens
498
  - **Output Dimensionality:** 384 tokens
499
  - **Similarity Function:** Cosine Similarity
500
  <!-- - **Training Dataset:** Unknown -->
@@ -511,8 +537,8 @@ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [s
511
 
512
  ```
513
  SentenceTransformer(
514
- (0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: BertModel
515
- (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
516
  (2): Normalize()
517
  )
518
  ```
@@ -535,9 +561,9 @@ from sentence_transformers import SentenceTransformer
535
  model = SentenceTransformer("smokxy/embedding-finetuned")
536
  # Run inference
537
  sentences = [
538
- 'What is the role of the committee in the development and functioning of FPOs?',
539
- "'(i) It will closely monitor and review the progress of FPO development and functioning by holding its regular meetings. (ii) It will suggest the potential produce clusters in the district (where FPOs can be formed & promoted) to N-PMAFSC and will also assist Implementing Agencies, CBBOs and other stakeholders in identification of cluster(s) and activity (ies) and also in mobilization of farmers. (iii) It will resolve the financial constraints of FPOs through District Level Bankers' Committee and provide feedback to N-PMAFSC. (iv) It will identify the constraints in implementation of scheme at the ground level and communicate the same to State Level Consultative Committee for further taking up the matter with DAC&FW and N-PMAFSC for appropriate policy decision. (v) Any other matter so decided by the committee in the interest of the scheme and farmers. 14.4 Close and effective monitoring has been considered a major trigger for success of this scheme. Therefore, in addition to three tiered afore-stated structured mechanism for monitoring of the scheme, there shall be continuous in-house monitoring by DAC&FW and by the Implementing Agencies also. The DAC&FW may utilize the services of Directorate of Marketing & Inspection (DMI), which has existence through its Regional & Sub-Offices across the country. For effective monitoring, DAC&FW may engage consultants also and cost for same will be borne from the budget of the scheme itself.'",
540
- "'| 9. | Paid up Capital (in INR) |\\n|--------------------------------------------------|--------------------------------|\\n| | |\\n| | |\\n| | |\\n| 10. | Amount of Equity Grant sought |\\n| (in INR) | |\\n| | |\\n| 11. | Maximum shareholding of an |\\n| Individual Shareholder Member | |\\n| | |\\n| 12. | Bank name in which account is |\\n| maintained | |\\n| 13. | Account number |\\n| | |\\n| | |\\n| 14. | Branch name & IFSC code |\\n| | |\\n| | |\\n| 15. | Number of Directors with their |\\n| briefs | |\\n| | |\\n| | |\\n| 16. | Mode |\\n| (election/ nomination) | |\\n| | |\\n| | |\\n| 17. | Number of Women Director(s) |\\n| | |\\n| | |\\n| | |\\n| | |\\n| 18. | Date(s) of Board/Governing |\\n| Body Meetings held in the last | |\\n| year | |\\n| 19. | Number of functional |\\n| committees of the FPO: | |\\n| (Mention the major activities of | |\\n| each committee) | |\\n| 1. | |\\n| 2. | |\\n| 3. | |\\n| | |\\n| 20. | Roles & Responsibility of |\\n| Boards/ Governing Body | |\\n| 1. | |\\n| 2. | |\\n| 3. | |\\n| 4. | |\\n| | |\\n| | |\\n| | |\\n| 2. Details of Board of Directors/Governing Body- | |\\n| DIN | |\\n| Number | |\\n| Aadhar | |\\n| Numbe | |\\n| r | |\\n| Contact | |\\n| No./ | |\\n| Address | |\\n| Land | |\\n| holding | |\\n| (in Acres) | |\\n| S. | |\\n| No | |\\n| . | |\\n| Designati | |\\n| on/ Role | |\\n| in the | |\\n| FPO | |\\n| Qualificati | |\\n| ons | |\\n| Tenure (in | |\\n| yrs.) | |\\n| Name of the | |\\n| Directors of | |\\n| Board/ | |\\n| Governing | |\\n| Body | |\\n| 1. | |\\n| 2. | |\\n| 3. | |\\n| 4. | |\\n| | |\\n| | |\\n| | |\\n| | |\\n| | |'",
541
  ]
542
  embeddings = model.encode(sentences)
543
  print(embeddings.shape)
@@ -583,38 +609,38 @@ You can finetune this model on your own dataset.
583
 
584
  | Metric | Value |
585
  |:--------------------|:-----------|
586
- | cosine_accuracy@1 | 0.46 |
587
- | cosine_accuracy@5 | 0.83 |
588
- | cosine_accuracy@10 | 0.89 |
589
- | cosine_precision@1 | 0.46 |
590
- | cosine_precision@5 | 0.166 |
591
- | cosine_precision@10 | 0.089 |
592
- | cosine_recall@1 | 0.46 |
593
- | cosine_recall@5 | 0.83 |
594
- | cosine_recall@10 | 0.89 |
595
- | cosine_ndcg@5 | 0.6567 |
596
- | cosine_ndcg@10 | 0.6772 |
597
- | cosine_ndcg@100 | 0.7024 |
598
- | cosine_mrr@5 | 0.5992 |
599
- | cosine_mrr@10 | 0.6083 |
600
- | cosine_mrr@100 | 0.6142 |
601
- | cosine_map@100 | 0.6142 |
602
- | dot_accuracy@1 | 0.46 |
603
- | dot_accuracy@5 | 0.83 |
604
- | dot_accuracy@10 | 0.89 |
605
- | dot_precision@1 | 0.46 |
606
- | dot_precision@5 | 0.166 |
607
- | dot_precision@10 | 0.089 |
608
- | dot_recall@1 | 0.46 |
609
- | dot_recall@5 | 0.83 |
610
- | dot_recall@10 | 0.89 |
611
- | dot_ndcg@5 | 0.6581 |
612
- | dot_ndcg@10 | 0.6785 |
613
- | dot_ndcg@100 | 0.7037 |
614
- | dot_mrr@5 | 0.6008 |
615
- | dot_mrr@10 | 0.6099 |
616
- | dot_mrr@100 | 0.6159 |
617
- | **dot_map@100** | **0.6159** |
618
 
619
  <!--
620
  ## Bias, Risks and Limitations
@@ -756,10 +782,10 @@ You can finetune this model on your own dataset.
756
  </details>
757
 
758
  ### Training Logs
759
- | Epoch | Step | Training Loss | loss | val_evaluator_dot_map@100 |
760
- |:---------:|:------:|:-------------:|:----------:|:-------------------------:|
761
- | **0.531** | **15** | **0.538** | **0.0678** | **0.6159** |
762
- | 0.9912 | 28 | - | 0.0678 | 0.6159 |
763
 
764
  * The bold row denotes the saved checkpoint.
765
 
 
8
  - generated_from_trainer
9
  - dataset_size:900
10
  - loss:GISTEmbedLoss
11
+ base_model: BAAI/bge-small-en-v1.5
12
  datasets: []
13
  metrics:
14
  - cosine_accuracy@1
 
44
  - dot_mrr@100
45
  - dot_map@100
46
  widget:
47
+ - source_sentence: What is considered when banks sanction a loan for a notified crop
48
+ in a notified area?
49
  sentences:
50
+ - '''14.1.1 To cohesively coordinate the Implementing Agencies, activities and to
51
+ decide the policy guidelines in the matter for better outcome of the Scheme,
52
+ there is a national level Project Management Advisory and Fund Sanctioning Committee
53
+ (N-PMAFSC) constituted in DAC&FW. Composition of the Committee shall be - (i) Secretary,
54
+ DAC&FW ----------------------------------------------------Chairperson (ii) Addl.
55
+ Secretary (Marketing), DAC&FW ------------------------------------Member (iii) AS&FA,
56
+ DAC&FW --------------------------------------------------------------Member
57
+ (iv) JS (MIDH, RKVY, Co-operation), DAC&FW -----------------------------Member
58
+ (v) JS (MoFPI), as nominated by its Secretary---------------------------------Member (vi) JS
59
+ (DoAHD), as nominated by its Secretary--------------------------------Member (vii)
60
+ JS (Deptt. of Fisheries), as nominated by its Secretary-----------------Member
61
+ (viii)JS (MoRD), as nominated by its Secretary---------------------------------Member
62
+ (ix) JS (DoNER),as nominated by its Secretary---------------------------------Member
63
+ (x) JS (Tribal Affairs) nominated by Secretary----------------------------------Member
64
+ (xi) Managing Director (SFAC)-------------------------------------------------------Member (xii)
65
+ Managing Director (NCDC)------------------------------------------------------Member
66
+ (xiii) NABARD''s representative not below the rank of CGM------------------Member (xiv)
67
+ JS (Marketing), DAC&FW-----------------------------------------Member Secretary Note:
68
+ (i) Chairperson may co-opt any additional member(s) including from any other Ministry
69
+ /Department, States or expert(s) to assist the functioning of the Committee. In
70
+ case of co-opted Members(s) from States, it shall be on rotation basis. Two prominent
71
+ farmer members or representatives of FPOs be nominated as member of the Committee
72
+ by Government of India. (ii) Directorate of Marketing & Inspection, an attached
73
+ office of DAC&FW will provide necessary secretarial services and assistance including
74
+ technical inputs to N-PMAFSC in coordination, scrutiny and sanction of proposals
75
+ and will coordinate with NPMA, which shall also assist N-PMAFSC with inputs on
76
+ policy formulation, coordination among implementing agencies.'''
77
+ - '''(i) The software for vertical and horizontal e-Market place will provide information about
78
+ the details of FPOs produce with its quality ready for sale. (ii) It will provide
79
+ details of availability of quality inputs with price and also the details of
80
+ custom hiring facility with rate. (iii) It will also provide detailed information
81
+ about formation of FPO, its registration, location, major business activity,
82
+ profitability status and all other related information FPO-wise. (iv) It will
83
+ have window to highlight the problems being encountered in any stage of formation
84
+ and promotion of FPOs and quick response by respective agency to resolve the problem. (v)
85
+ All the software developed by Implementing Agencies with respect to FPOs are to
86
+ be inter-operable with this Integrated portal.'''
87
+ - '''17.4.1 Whenever banks sanction loan for a notified crop in a notified area,
88
+ the crop loan amount to the extent of notified Sum Insured (equivalent **to DLTC/SLTC
89
+ approved Scale of Finance)** for notified crop and acreage of individual notified
90
+ crop of loanee farmer shall be taken into consideration for compulsory coverage,
91
+ as per seasonality discipline. Based on seasonality of crop, banks should separately
92
+ calculate the eligibility of loan amount for both Kharif and Rabi seasons based
93
+ on the Scale of Finance and declared acreage under notified crops. Disbursing
94
+ bank branch/ PACS will prepare statement of crop-wise and insurance unit-wise
95
+ details of crop insurance with premium as per the seasonality discipline. Loan
96
+ disbursing bank branch/ PACS shall finance additional loan equal to the premium
97
+ amount payable by farmer for crop insurance. 17.4.2 For insurance coverage of
98
+ a farmer, SI amount for a notified crop will be equivalent to Scale of Finance
99
+ defined in the Govt. notification and uploaded on the National Crop Insurance
100
+ Portal for the concerned notified crop and season. The total Sum Insured of loanee
101
+ farmer for the season shall be calculated accordingly. The compulsory coverage
102
+ shall solely be based on the sanctioned / renewal of credit limit for notified
103
+ crop for the season only and will be independent of disbursed amount/withdrawals.
104
+ Farmers availing/renewing the KCC loans for Kharif & Rabi crops after cut-off date
105
+ (renew/sanction period) for the season will be eligible for cover under crop insurance
106
+ for the next/following crop season subject to the loan being standard loan and
107
+ cut-off-date of premium debit for the season.'''
108
+ - source_sentence: Which organizations will be represented in the Technical Advisory
109
+ Committee (TAC)?
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
110
  sentences:
111
+ - '''i. There shall be an Investment and Claims Settlement Committee (I&CSC) in NABARD
112
+ and NCDC. The I&CSC in NABARD will be chaired by its Deputy Managing Director
113
+ (Dy.MD) or as nominated by Chairman, NABARD in case Dy. MD post is vacant ; while
114
+ in NCDC, it will be chaired by its Managing Director (MD). The respective Committee
115
+ may have also representative of States in rotation, Banking Institutions and relevant
116
+ subject matter Experts apart from a representative of DAC&FW. NABARD may also
117
+ co-opt a representative from SFAC. The procedure, frequency of conduct of meeting
118
+ etc. will be decided by respective Organization as may be required.  The I&CSC
119
+ in NABARD and NCDC will apply their due diligence to scrutinize and accord the
120
+ financial sanction to the proposals received from ELIs for Credit Guarantee Cover.
121
+ NABARD and NCDC will submit by tenth day of next month the detailed progress
122
+ of sanctioned credit guarantee cover of the previous month to DAC&FW on prescribed
123
+ pro-forma. The N-PMAFSC shall be final authority in all policy and strategic decision
124
+ making in this regard. ii. The I&CSC shall have discretion to take decisions
125
+ in all matters concerning the Fund and its administration, set standards for risk
126
+ exposure, design the financial structure of the Fund and profit targets, including
127
+ special consideration for FPO with good track record of recovery. iii. The
128
+ I&CSC shall deliberate upon Policy Issues and Strategy for overall development
129
+ of the Fund and make recommendations to the NABARD and NCDC, as the case may be,
130
+ for their approval. The NABARD and NCDC will accord approval and inform N-PMAFSC. iv.'''
131
+ - '''14.2.1 Considering the significance and strategic roles of the State Government
132
+ and its machinery down the line in synergizing the efforts in mobilizing the
133
+ farmers, offering various services relating to production and post-production
134
+ and also closely and periodically review the developmental and functioning including constraints
135
+ faced by FPOs, a State Level Consultative Committee called SLCC is constituted.
136
+ The Composition of the Consultative Committee is as under- i. Addl. Chief
137
+ Secy/Secy. I/c Agriculture/ Agriculture Marketing----Chairperson ii. Secretary
138
+ of line Ministries/Departments ------------------------------Members (Horticulture,
139
+ Animal Husbandry& Fisheries, Co-operation, Marketing, Rural Development, Panchayati
140
+ Raj) (In State/UT where there is no post of ACS/PS; and Secretary, I/c Agriculture
141
+ is Chairperson, members may be Directors of line Departments) iii. Representative
142
+ of SFAC ---------------------------------------------------Member iv. Representative
143
+ of NCDC -------------------------------------------------Member v. Representative
144
+ of NABARD ----------------------------------Member Secretary* vi. Convener,
145
+ SLBC -----------------------------------------------------------Member vii. Two
146
+ Experts from Agriculture Universities/Institutions ----------------Members Note:
147
+ (i) Chairman may co-opt additional Member(s) as per requirement and In-charge
148
+ of DMI of respective State/UT may be invited in the meeting as special invitee.
149
+ Two prominent farmer members or representatives of FPOs in the State/UT be nominated
150
+ as member of the Committee by Government of India. *(ii)Representative of NABARD
151
+ will be Member Secretary to convene and coordinate the meetings of SLCC, however,
152
+ in State (s) where there is presence of NCDC and State level SFAC and they are
153
+ playing lead and significant roles in formation and promotion of FPOs, their
154
+ representatives may be Member Secretary in place of NABARD). In case of any
155
+ dispute, decision of N-PMAFSC in this regard shall be final. (iii)State
156
+ Governments/ UT Administration will issue order for formation of State Level
157
+ Consultative Committee.'''
158
  - '''The protocol of timelines defined above shall also be applicable to the actual
159
  Yield data being provided by the concerned State department in batches, i.e. Crop-wise-District-wise
160
  lots of data and timelines for each batch of data shall be counted separately/batch
 
179
  and follow the procedure as defined in the SOP. 19.5 State shall also constitute
180
  the State Level Technical Advisory Committee (STAC) on similar pattern to resolve
181
  disputes.'''
182
+ - source_sentence: What are the ongoing schemes of the Government that can be used
183
+ to enhance the cost effectiveness of FPOs?
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
184
  sentences:
185
+ - '''14.2.1 Considering the significance and strategic roles of the State Government
186
+ and its machinery down the line in synergizing the efforts in mobilizing the
187
+ farmers, offering various services relating to production and post-production
188
+ and also closely and periodically review the developmental and functioning including constraints
189
+ faced by FPOs, a State Level Consultative Committee called SLCC is constituted.
190
+ The Composition of the Consultative Committee is as under- i. Addl. Chief
191
+ Secy/Secy. I/c Agriculture/ Agriculture Marketing----Chairperson ii. Secretary
192
+ of line Ministries/Departments ------------------------------Members (Horticulture,
193
+ Animal Husbandry& Fisheries, Co-operation, Marketing, Rural Development, Panchayati
194
+ Raj) (In State/UT where there is no post of ACS/PS; and Secretary, I/c Agriculture
195
+ is Chairperson, members may be Directors of line Departments) iii. Representative
196
+ of SFAC ---------------------------------------------------Member iv. Representative
197
+ of NCDC -------------------------------------------------Member v. Representative
198
+ of NABARD ----------------------------------Member Secretary* vi. Convener,
199
+ SLBC -----------------------------------------------------------Member vii. Two
200
+ Experts from Agriculture Universities/Institutions ----------------Members Note:
201
+ (i) Chairman may co-opt additional Member(s) as per requirement and In-charge
202
+ of DMI of respective State/UT may be invited in the meeting as special invitee.
203
+ Two prominent farmer members or representatives of FPOs in the State/UT be nominated
204
+ as member of the Committee by Government of India. *(ii)Representative of NABARD
205
+ will be Member Secretary to convene and coordinate the meetings of SLCC, however,
206
+ in State (s) where there is presence of NCDC and State level SFAC and they are
207
+ playing lead and significant roles in formation and promotion of FPOs, their
208
+ representatives may be Member Secretary in place of NABARD). In case of any
209
+ dispute, decision of N-PMAFSC in this regard shall be final. (iii)State
210
+ Governments/ UT Administration will issue order for formation of State Level
211
+ Consultative Committee.'''
212
+ - '''Date: To, (i) The Managing Director Small Farmers'' Agri-Business Consortium
213
+ (SFAC), NCUI Auditorium, August Kranti Marg, Hauz Khas, New Delhi 110016. (ii)The
214
+ Managing Director National Co-operative Development Corporation (NCDC), 4, Siri
215
+ Institutional Area, Hauz Khas, New Delhi 110016. (iii) The Chief General Manager
216
+ National Bank for Agriculture and Rural Development (NABARD), Regional Office
217
+ --------------------------------------------------------------- (iv) To any other
218
+ additional Implementing Agency allowed/designated, as the case may be. Sub: Application
219
+ for Equity Grant under scheme of Formation and Promotion of 10,000 Farmer Producer
220
+ Organizations (FPOs) Dear Sir/Madam, We herewith apply for Equity Grant as per
221
+ the provisions under the captioned scheme. 1. The details of the FPO are as under- S.
222
+ No. Particulars to be furnished Details 1. Name of the FPO 2. Correspondence
223
+ address of FPO 3. Contact details of FPO 4. Registration Number 5. Date
224
+ of registration/incorporation of FPO 6. Brief account of business of FPO 7. Number
225
+ of Shareholder Members 8. Number of Small, Marginal and Landless Shareholder
226
+ Members'''
227
+ - ''' (ii) Ongoing schemes of Government will be used in convergence to enhance
228
+ the cost effectiveness of FPOs in production and raising productivity and also
229
+ to meet the cost of infrastructure requirement of the FPOs. Implementing Agency
230
+ may converge the fund available with various on-going Government of India schemes
231
+ such as Rashtriya Krishi Vikas Yojna (RKVY), Mission for Integrated Development
232
+ for Horticulture (MIDH),National Food Security Mission (NFSM), Pradhan Mantri
233
+ Kisan Sampada Yojna (PM-SAMPADA), Deendayal Antyodaya Yojna-National Rural Livelihood
234
+ Mission (DAY-NRLM), PM- FME Scheme of MoFPI, TRIFED etc. in programs, activities
235
+ and creation of infrastructure like Custom Hiring Centre/Common Facilitation Centre
236
+ with machinery/equipment relating to production and post-production, value addition
237
+ and farm level processing, storage and other activities to make FPOs sustainable
238
+ and economically viable. (iii) Further, Agricultural Marketing Infrastructure
239
+ (AMI) Sub-Scheme of Integrated Scheme for Agriculture Marketing (ISAM) will also
240
+ be converged and an FPO willing to develop post-harvest management and marketing
241
+ infrastructure can avail assistance thereunder. (iv) States/ Union Territories
242
+ can avail assistance for development of marketing and farm level value addition
243
+ infrastructure/facilities for FPOs including setting up of Custom Hiring Centre
244
+ (CHC)/Common Facilitation Center (CFC) for marketing and supply chain etc. under
245
+ Agri- Market Infrastructure Fund (AMIF) approved for creation in NABARD for development
246
+ of marketing and farm level value addition infrastructure/facilities in Gramin
247
+ Agriculture Markets (GrAMs). In this case, operational guidelines of AMIF and
248
+ NABARD''s procedure and terms and conditions of sanction and repayment of loan
249
+ for AMIF shall be applicable. (v) States/Union Territories can top up and additionally
250
+ supplement the activities of FPOs from their own fund for activities and infrastructure
251
+ not covered under Government of India Scheme.'''
252
+ - source_sentence: What is the last date for enrolment of farmers for notified crop(s)
253
+ in the Kharif season?
254
  sentences:
255
+ - '''16.1 The cut-off date is uniform for both loanee and non-loanee cultivators.
256
+ The State-wise cut-off dates for different crops shall be based on Crop Calendar
257
+ of major crops published from time to time by the Directorate of Economics and
258
+ Statistics, DAC&FW,GOI. The latest copy of the Crop Calendar (District Wise,
259
+ Crop Wise) is available on www.pmfby.gov.in. The SLCCCI, shall besides considering
260
+ the prevailing agro-climatic conditions, rainfall distribution/ availability
261
+ of water for irrigation, sowing pattern etc. in consultation with the Insurance
262
+ Company fix seasonality discipline of the coverage and other activities in such
263
+ a way that it does not encourage adverse selection or moral hazards. If this
264
+ is violated by SLCCCI, GOI may decide not to provide premium subsidy. 16.2 The
265
+ **broad indicative seasonality discipline** is given in the Table 2 below:'''
266
+ - '''8 Banks/PACS/CSC/ insurance agent/online enrolment by farmers etc. Upto
267
+ last date of enrolment of farmers as notified by States for notified crop(s)
268
+ or up to 15th July* for Kharif season Upto last date of enrolment of farmers as
269
+ notified by States for notified crop(s) or up to 15th December* for Rabi season Cut-off
270
+ date for receipt of Applications of farmers/debit of premium from farmers account
271
+ (loanee and non- loanee) by all stakeholders including banks/PACS/CSC/ insurance
272
+ agent/online enrolment by farmers etc. Note: *This is indicative only and district
273
+ wise crop calendar will be the final basis to arrive at cut off date 9 Declaration
274
+ of Prevented sowing State Govt./ IC Strictly within 15 days from cut off date
275
+ for enrolment of farmers i.e 31st July for Kharif and 31st Dec for Rabi 10 Banks/Portal Within
276
+ 15 days of cut-off date for enrolment of farmers/debit of premium for both loanee and non-
277
+ loanee farmers i.e. 31st July for Kharif and 31st Dec for Rabi Cut-off date
278
+ for electronic remittance of premium along with consolidated Declarations to
279
+ respective Insurance Company and uploading of details of individual covered farmers
280
+ on crop insurance Portal by Bank branches (CBs/ RRBs/DCCBs/PACs), followed by SMS
281
+ to all insured farmers from Portal 11 Within 48 Hours of receipt of application
282
+ & premium. Insurance companies and their agents Cut-off date for electronic
283
+ remittance of farmer premium to Insurance Companies for farmers covered on Voluntary
284
+ basis by designated insurance Agent(s) and uploading of details of individual
285
+ covered farmers on crop insurance Portal. Insurance Companies 12 Cut-off date
286
+ for Insurer to accept or reject the farmer''s data on Portal Within 15 days from
287
+ the cut-off date for uploading of data/information by Banks/PACS/CSC/Agent respectively.'''
288
+ - '''10.1 Under the scheme, financial support to Farmer Producer Organization (FPO) @
289
+ up to maximum of Rs. 18 lakh / FPO or actual, whichever is lesser is to be provided
290
+ during three years from the year of formation. The financial support is not meant
291
+ for reimbursing the entire administrative and management cost of FPO but it is
292
+ to provide the financial support to the FPOs to the extent provided to make
293
+ them sustainable and economically viable. Hence, the fourth year onwards of formation,
294
+ the FPO has to manage their financial support from their own business activities.
295
+ The indicative financial support broadly covers (i) the support for salary of
296
+ its CEO/Manager (maximum up to Rs.25000/month) and Accountant (maximum up to Rs.
297
+ 10000/month); (ii) one time registration cost(one time up to maximum Rs. 40000
298
+ or actual whichever is lower); (iii) office rent (maximum up to Rs. 48,000/year);
299
+ (iv) utility charges (electricity and telephone charges of office of FPO maximum
300
+ up to Rs. 12000/year); (v) one-time cost for minor equipment (including furniture
301
+ and fixture maximum up to Rs. 20,000); (vi) travel and meeting cost (maximum up
302
+ to Rs.18,000/year); and (vii) misc. (cleaning, stationery etc. maximum up to Rs.
303
+ 12,000/year). Any expenditure of operations, management, working capital requirement
304
+ and infrastructure development etc., over and above this, will be met by the FPOs
305
+ from their financial resources. 10.2 FPO being organization of farmers, it does
306
+ not become feasible for FPO itself to professionally administer its activities
307
+ and day to day business, therefore, FPO requires some professionally equipped
308
+ Manager/CEO to administer its activities and day to day business with a sole objective
309
+ to make FPO economically sustainable and farmers'' benefiting agri-enterprise.
310
+ Not only for business development but the value of professional is immense in
311
+ democratizing the FPOs and strengthening its governing system.'''
312
+ - source_sentence: What is the requirement for the shareholder list and share capital
313
+ contribution?
314
+ sentences:
315
+ - ''' 2.7 Secured credential/login, preferably linked with Aadhaar Number and
316
+ mobile OTP based, for all Stakeholders viz, Central Government, State Governments,
317
+ Banks, empanelled Insurance Companies and their designated field functionaries
318
+ will be provided on the Portal to enable them to enter/upload/download the
319
+ requisite information. 2.8 Insurance Companies shall not distribute/collect/allow
320
+ any other proforma/utility/web Portal etc for collecting details of insured
321
+ farmers separately. However they may provide all requisite support to facilitate
322
+ Bank Branches/PACS for uploading the farmer''s details on the Portal well within
323
+ the prescribed cut-off dates. 2.9 Only farmers whose data is uploaded on
324
+ the National Crop Insurance Portal shall be eligible for Insurance coverage
325
+ and the premium subsidy from State and Central Govt. will be released accordingly. 2.10 All
326
+ data pertaining to crop-wise, area-wise historical yield data, weather data, sown
327
+ area, coverage and claims data, calamity years and actual yield shall be made
328
+ available on the National Crop Insurance Portal for the purpose of premium
329
+ rating, claim calculation etc. 2.11 Banks/Financial Institutions/other intermediaries
330
+ need to compulsorily transfer the individual farmer''s data electronically
331
+ to the National Crop Insurance Portal. Accordingly Banks/FIs may endeavour to undertake
332
+ CBS integration in a time bound manner for real time transfer of information/data. 2.12 It
333
+ is also proposed to develop an integrated platform/portal for both PMFBY and Interest
334
+ Subvention Scheme. The data/information of both the Schemes shall be auto synchronized
335
+ to enable real time sharing of information and better program monitoring. 2.13 Insurance
336
+ Companies shall compulsorily use technology/mobile applications for monitoring
337
+ of crop health/Crop Cutting Experiments (CCEs) in coordination with concerned
338
+ States. States shall also facilitate Insurance Companies with Satellite Imagery/Usage
339
+ of Drones by way of prior approval of agency from which such data can be sourced.
340
+ This is required for better monitoring and ground- truthing.'''
341
+ - '''| AIC | Agricultural Insurance Company of India Ltd |\n|--------|----------------------------------------------------------------------------------------------|\n|
342
+ ACF | Area Correction Factor |\n|
343
+ APR | Actuarial Premium Rate |\n|
344
+ ARG | Automatic Rain Gauge |\n|
345
+ AWS | Automatic Weather Stations |\n|
346
+ AY | Actual Yield |\n|
347
+ CB | Commercial Banks |\n|
348
+ CBS | Core Banking Solution |\n|
349
+ CCAFS | Research program on Climate Change, Agriculture and Food Security |\n|
350
+ CCEs | Crop Cutting Experiments |\n|
351
+ CPMU | Central Program Management Unit |\n|
352
+ CSC | Common Service Center |\n|
353
+ CSO | Central Statistical Office |\n|
354
+ CV | Co-efficient of Variance |\n|
355
+ DAC&FW | Department of Agriculture, Cooperation and Farmers Welfare |\n|
356
+ DBT | Direct Benefit Transfer |\n|
357
+ DCCBs | District Central Cooperative Banks |\n|
358
+ DLMC | District Level Monitoring Committee |\n|
359
+ DLTC | District Level Technical Committee |\n|
360
+ ESI | Expected Sum Insured |\n|
361
+ FASAL | Forecasting Agricultural output using Space, Agro meteorological and
362
+ Land based observations |\n| FIs | Financial Institutions |\n|
363
+ GIC Re | General Insurance Corporation of India |\n|
364
+ GFR | General Financial Rule |\n|
365
+ GIS | Geographic Information System |\n|
366
+ GPS | Global Positioning System |\n|
367
+ IA | Implementing Agency |\n|
368
+ IC | Insurance Company |\n|
369
+ IASRI | Indian Agricultural Statistical Research Institute |\n|
370
+ IFPRI | International Food Policy Research Institute |\n|
371
+ IMD | Indian Meteorological Department |\n|
372
+ IRRI | International Rice Research Institute |\n|
373
+ IRDAI | Insurance Regulatory and Development Authority of India |\n|
374
+ ISRO | Indian Space Research Organisation |\n|
375
+ ISS | Interest Subvention Scheme |\n|
376
+ IT | Information Technology |\n|
377
+ IU | Insurance Unit |\n|
378
+ KCC | Kisan Credit Cards |\n|
379
+ LC | Loss Cost |\n|
380
+ LPA | Long period Average |\n|
381
+ LPC | Land Possession Certificate |\n|
382
+ MIS | Management Information System |\n|
383
+ MNCFC | Mahalanobis National Crop Forecast Centre |\n|
384
+ MOA&FW | Ministry of Agriculture and Farmers Welfare |'''
385
+ - '''i. Shareholder List and Share Capital contribution by each Member verified
386
+ and certified by a Chartered Accountant (CA) prior to submission (Format attached,
387
+ Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek
388
+ Equity Grant for Members (Format attached, Annexure I- Enclosure-II). iii. Consent
389
+ of Shareholders, stating name of shareholder, gender, number of shares held, face
390
+ value of shares, land holding, and signature, signifying consent for Implementing
391
+ Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf,
392
+ to FPC Bank account, against the consideration of additional shares of equivalent
393
+ value to be issued to them by FPC and on exit- transfer of the shares as per rules
394
+ (Format attached, Annexure I-Enclosure-III). iv. Audited Financials of FPO for
395
+ a minimum 1 year/for all years of existence of the FPO if formed less than three
396
+ years prior to application/ for the last 3 years for FPO in existence for 3 years
397
+ or more, verified and certified by a Chartered Accountant (CA) prior to submission.
398
+ v. Photocopy of FPO Bank Account Statement for last six months authenticated by
399
+ Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs,
400
+ and identity proof (one from among ration card, Aadhaar card, election identification
401
+ card, and passport of Representatives/ Directors authorized by the Board for executing
402
+ and signing all documents under the Scheme. viii. Each page of Application Form and
403
+ accompanying documents should be signed by a minimum of two Board Member Authorised
404
+ Representatives of FPO;'''
405
  pipeline_tag: sentence-similarity
406
  model-index:
407
+ - name: SentenceTransformer based on BAAI/bge-small-en-v1.5
408
  results:
409
  - task:
410
  type: information-retrieval
 
414
  type: val_evaluator
415
  metrics:
416
  - type: cosine_accuracy@1
417
+ value: 0.45
418
  name: Cosine Accuracy@1
419
  - type: cosine_accuracy@5
420
+ value: 0.9
421
  name: Cosine Accuracy@5
422
  - type: cosine_accuracy@10
423
+ value: 0.97
424
  name: Cosine Accuracy@10
425
  - type: cosine_precision@1
426
+ value: 0.45
427
  name: Cosine Precision@1
428
  - type: cosine_precision@5
429
+ value: 0.17999999999999997
430
  name: Cosine Precision@5
431
  - type: cosine_precision@10
432
+ value: 0.09699999999999998
433
  name: Cosine Precision@10
434
  - type: cosine_recall@1
435
+ value: 0.45
436
  name: Cosine Recall@1
437
  - type: cosine_recall@5
438
+ value: 0.9
439
  name: Cosine Recall@5
440
  - type: cosine_recall@10
441
+ value: 0.97
442
  name: Cosine Recall@10
443
  - type: cosine_ndcg@5
444
+ value: 0.6995571379884049
445
  name: Cosine Ndcg@5
446
  - type: cosine_ndcg@10
447
+ value: 0.7223445125128929
448
  name: Cosine Ndcg@10
449
  - type: cosine_ndcg@100
450
+ value: 0.7284306721940041
451
  name: Cosine Ndcg@100
452
  - type: cosine_mrr@5
453
+ value: 0.6320000000000002
454
  name: Cosine Mrr@5
455
  - type: cosine_mrr@10
456
+ value: 0.6414841269841273
457
  name: Cosine Mrr@10
458
  - type: cosine_mrr@100
459
+ value: 0.6426662975267629
460
  name: Cosine Mrr@100
461
  - type: cosine_map@100
462
+ value: 0.6426662975267626
463
  name: Cosine Map@100
464
  - type: dot_accuracy@1
465
+ value: 0.45
466
  name: Dot Accuracy@1
467
  - type: dot_accuracy@5
468
+ value: 0.9
469
  name: Dot Accuracy@5
470
  - type: dot_accuracy@10
471
+ value: 0.97
472
  name: Dot Accuracy@10
473
  - type: dot_precision@1
474
+ value: 0.45
475
  name: Dot Precision@1
476
  - type: dot_precision@5
477
+ value: 0.17999999999999997
478
  name: Dot Precision@5
479
  - type: dot_precision@10
480
+ value: 0.09699999999999998
481
  name: Dot Precision@10
482
  - type: dot_recall@1
483
+ value: 0.45
484
  name: Dot Recall@1
485
  - type: dot_recall@5
486
+ value: 0.9
487
  name: Dot Recall@5
488
  - type: dot_recall@10
489
+ value: 0.97
490
  name: Dot Recall@10
491
  - type: dot_ndcg@5
492
+ value: 0.6995571379884049
493
  name: Dot Ndcg@5
494
  - type: dot_ndcg@10
495
+ value: 0.7223445125128929
496
  name: Dot Ndcg@10
497
  - type: dot_ndcg@100
498
+ value: 0.7284306721940041
499
  name: Dot Ndcg@100
500
  - type: dot_mrr@5
501
+ value: 0.6320000000000002
502
  name: Dot Mrr@5
503
  - type: dot_mrr@10
504
+ value: 0.6414841269841273
505
  name: Dot Mrr@10
506
  - type: dot_mrr@100
507
+ value: 0.6426662975267629
508
  name: Dot Mrr@100
509
  - type: dot_map@100
510
+ value: 0.6426662975267626
511
  name: Dot Map@100
512
  ---
513
 
514
+ # SentenceTransformer based on BAAI/bge-small-en-v1.5
515
 
516
+ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
517
 
518
  ## Model Details
519
 
520
  ### Model Description
521
  - **Model Type:** Sentence Transformer
522
+ - **Base model:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) <!-- at revision 5c38ec7c405ec4b44b94cc5a9bb96e735b38267a -->
523
+ - **Maximum Sequence Length:** 512 tokens
524
  - **Output Dimensionality:** 384 tokens
525
  - **Similarity Function:** Cosine Similarity
526
  <!-- - **Training Dataset:** Unknown -->
 
537
 
538
  ```
539
  SentenceTransformer(
540
+ (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel
541
+ (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
542
  (2): Normalize()
543
  )
544
  ```
 
561
  model = SentenceTransformer("smokxy/embedding-finetuned")
562
  # Run inference
563
  sentences = [
564
+ 'What is the requirement for the shareholder list and share capital contribution?',
565
+ "'i. Shareholder List and Share Capital contribution by each Member verified and certified by a Chartered Accountant (CA) prior to submission (Format attached, Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek Equity Grant for Members (Format attached, Annexure I- Enclosure-II). iii. Consent of Shareholders, stating name of shareholder, gender, number of shares held, face value of shares, land holding, and signature, signifying consent for Implementing Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf, to FPC Bank account, against the consideration of additional shares of equivalent value to be issued to them by FPC and on exit- transfer of the shares as per rules (Format attached, Annexure I-Enclosure-III). iv. Audited Financials of FPO for a minimum 1 year/for all years of existence of the FPO if formed less than three years prior to application/ for the last 3 years for FPO in existence for 3 years or more, verified and certified by a Chartered Accountant (CA) prior to submission. v. Photocopy of FPO Bank Account Statement for last six months authenticated by Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs, and identity proof (one from among ration card, Aadhaar card, election identification card, and passport of Representatives/ Directors authorized by the Board for executing and signing all documents under the Scheme. viii. Each page of Application Form and accompanying documents should be signed by a minimum of two Board Member Authorised Representatives of FPO;'",
566
+ "'| AIC | Agricultural Insurance Company of India Ltd |\\n|--------|----------------------------------------------------------------------------------------------|\\n| ACF | Area Correction Factor |\\n| APR | Actuarial Premium Rate |\\n| ARG | Automatic Rain Gauge |\\n| AWS | Automatic Weather Stations |\\n| AY | Actual Yield |\\n| CB | Commercial Banks |\\n| CBS | Core Banking Solution |\\n| CCAFS | Research program on Climate Change, Agriculture and Food Security |\\n| CCEs | Crop Cutting Experiments |\\n| CPMU | Central Program Management Unit |\\n| CSC | Common Service Center |\\n| CSO | Central Statistical Office |\\n| CV | Co-efficient of Variance |\\n| DAC&FW | Department of Agriculture, Cooperation and Farmers Welfare |\\n| DBT | Direct Benefit Transfer |\\n| DCCBs | District Central Cooperative Banks |\\n| DLMC | District Level Monitoring Committee |\\n| DLTC | District Level Technical Committee |\\n| ESI | Expected Sum Insured |\\n| FASAL | Forecasting Agricultural output using Space, Agro meteorological and Land based observations |\\n| FIs | Financial Institutions |\\n| GIC Re | General Insurance Corporation of India |\\n| GFR | General Financial Rule |\\n| GIS | Geographic Information System |\\n| GPS | Global Positioning System |\\n| IA | Implementing Agency |\\n| IC | Insurance Company |\\n| IASRI | Indian Agricultural Statistical Research Institute |\\n| IFPRI | International Food Policy Research Institute |\\n| IMD | Indian Meteorological Department |\\n| IRRI | International Rice Research Institute |\\n| IRDAI | Insurance Regulatory and Development Authority of India |\\n| ISRO | Indian Space Research Organisation |\\n| ISS | Interest Subvention Scheme |\\n| IT | Information Technology |\\n| IU | Insurance Unit |\\n| KCC | Kisan Credit Cards |\\n| LC | Loss Cost |\\n| LPA | Long period Average |\\n| LPC | Land Possession Certificate |\\n| MIS | Management Information System |\\n| MNCFC | Mahalanobis National Crop Forecast Centre |\\n| MOA&FW | Ministry of Agriculture and Farmers Welfare |'",
567
  ]
568
  embeddings = model.encode(sentences)
569
  print(embeddings.shape)
 
609
 
610
  | Metric | Value |
611
  |:--------------------|:-----------|
612
+ | cosine_accuracy@1 | 0.45 |
613
+ | cosine_accuracy@5 | 0.9 |
614
+ | cosine_accuracy@10 | 0.97 |
615
+ | cosine_precision@1 | 0.45 |
616
+ | cosine_precision@5 | 0.18 |
617
+ | cosine_precision@10 | 0.097 |
618
+ | cosine_recall@1 | 0.45 |
619
+ | cosine_recall@5 | 0.9 |
620
+ | cosine_recall@10 | 0.97 |
621
+ | cosine_ndcg@5 | 0.6996 |
622
+ | cosine_ndcg@10 | 0.7223 |
623
+ | cosine_ndcg@100 | 0.7284 |
624
+ | cosine_mrr@5 | 0.632 |
625
+ | cosine_mrr@10 | 0.6415 |
626
+ | cosine_mrr@100 | 0.6427 |
627
+ | **cosine_map@100** | **0.6427** |
628
+ | dot_accuracy@1 | 0.45 |
629
+ | dot_accuracy@5 | 0.9 |
630
+ | dot_accuracy@10 | 0.97 |
631
+ | dot_precision@1 | 0.45 |
632
+ | dot_precision@5 | 0.18 |
633
+ | dot_precision@10 | 0.097 |
634
+ | dot_recall@1 | 0.45 |
635
+ | dot_recall@5 | 0.9 |
636
+ | dot_recall@10 | 0.97 |
637
+ | dot_ndcg@5 | 0.6996 |
638
+ | dot_ndcg@10 | 0.7223 |
639
+ | dot_ndcg@100 | 0.7284 |
640
+ | dot_mrr@5 | 0.632 |
641
+ | dot_mrr@10 | 0.6415 |
642
+ | dot_mrr@100 | 0.6427 |
643
+ | dot_map@100 | 0.6427 |
644
 
645
  <!--
646
  ## Bias, Risks and Limitations
 
782
  </details>
783
 
784
  ### Training Logs
785
+ | Epoch | Step | Training Loss | loss | val_evaluator_cosine_map@100 |
786
+ |:---------:|:------:|:-------------:|:---------:|:----------------------------:|
787
+ | **0.531** | **15** | **0.4597** | **0.085** | **0.6427** |
788
+ | 0.9912 | 28 | - | 0.0850 | 0.6427 |
789
 
790
  * The bold row denotes the saved checkpoint.
791
 
config.json CHANGED
@@ -1,21 +1,26 @@
1
  {
2
- "_name_or_path": "sentence-transformers/all-MiniLM-L6-v2",
3
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4
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  "attention_probs_dropout_prob": 0.1,
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  "layer_norm_eps": 1e-12,
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  "max_position_embeddings": 512,
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  "model_type": "bert",
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  "num_attention_heads": 12,
18
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  "pad_token_id": 0,
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1
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+ "_name_or_path": "BAAI/bge-small-en-v1.5",
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  "architectures": [
4
  "BertModel"
5
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  "attention_probs_dropout_prob": 0.1,
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  "hidden_dropout_prob": 0.1,
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+ "id2label": {
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  "layer_norm_eps": 1e-12,
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  "max_position_embeddings": 512,
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  "model_type": "bert",
22
  "num_attention_heads": 12,
23
+ "num_hidden_layers": 12,
24
  "pad_token_id": 0,
25
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model.safetensors CHANGED
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@@ -1,4 +1,4 @@
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2
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3
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4
  }
 
1
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2
+ "max_seq_length": 512,
3
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4
  }
tokenizer.json CHANGED
@@ -2,7 +2,7 @@
2
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3
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4
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5
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6
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2
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4
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5
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6
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7
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tokenizer_config.json CHANGED
@@ -46,19 +46,12 @@
46
  "do_basic_tokenize": true,
47
  "do_lower_case": true,
48
  "mask_token": "[MASK]",
49
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50
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54
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56
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57
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60
  "tokenizer_class": "BertTokenizer",
61
- "truncation_side": "right",
62
- "truncation_strategy": "longest_first",
63
  "unk_token": "[UNK]"
64
  }
 
46
  "do_basic_tokenize": true,
47
  "do_lower_case": true,
48
  "mask_token": "[MASK]",
49
+ "model_max_length": 512,
 
50
  "never_split": null,
 
51
  "pad_token": "[PAD]",
 
 
52
  "sep_token": "[SEP]",
 
53
  "strip_accents": null,
54
  "tokenize_chinese_chars": true,
55
  "tokenizer_class": "BertTokenizer",
 
 
56
  "unk_token": "[UNK]"
57
  }