README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:1077240
  - loss:MultipleNegativesRankingLoss
base_model: Qwen/Qwen2.5-0.5B-Instruct
widget:
  - source_sentence: Who is the father of philosophy?
    sentences:
      - >-
        Charles Sanders Peirce

        Charles Sanders Peirce (/pɜːrs/[9] "purse"; 10September 1839 – 19April
        1914) was an American philosopher, logician, mathematician, and
        scientist who is sometimes known as "the father of pragmatism". He was
        educated as a chemist and employed as a scientist for 30 years. Today he
        is appreciated largely for his contributions to logic, mathematics,
        philosophy, scientific methodology, and semiotics, and for his founding
        of pragmatism.
      - >-
        Georg Wilhelm Friedrich Hegel

        According to Hegel, "Heraclitus is the one who first declared the nature
        of the infinite and first grasped nature as in itself infinite, that is,
        its essence as process. The origin of philosophy is to be dated from
        Heraclitus. His is the persistent Idea that is the same in all
        philosophers up to the present day, as it was the Idea of Plato and
        Aristotle". For Hegel, Heraclitus's great achievements were to have
        understood the nature of the infinite, which for Hegel includes
        understanding the inherent contradictoriness and negativity of reality;
        and to have grasped that reality is becoming or process and that "being"
        and "nothingness" are mere empty abstractions. According to Hegel,
        Heraclitus's "obscurity" comes from his being a true (in Hegel's terms
        "speculative") philosopher who grasped the ultimate philosophical truth
        and therefore expressed himself in a way that goes beyond the abstract
        and limited nature of common sense and is difficult to grasp by those
        who operate within common sense. Hegel asserted that in Heraclitus he
        had an antecedent for his logic: "[...] there is no proposition of
        Heraclitus which I have not adopted in my logic".
      - >-
        History of nuclear weapons

        The notion of using a fission weapon to ignite a process of nuclear
        fusion can be dated back to 1942. At the first major theoretical
        conference on the development of an atomic bomb hosted by J. Robert
        Oppenheimer at the University of California, Berkeley, participant
        Edward Teller directed the majority of the discussion towards Enrico
        Fermi's idea of a "Super" bomb that would use the same reactions that
        powered the Sun itself.
  - source_sentence: When was Father's Day first celebrated in America?
    sentences:
      - >-
        Father's Day (United States)

        Father's Day was founded in Spokane, Washington at the YMCA in 1910 by
        Sonora Smart Dodd, who was born in Arkansas.[4] Its first celebration
        was in the Spokane YMCA on June 19, 1910.[4][5] Her father, the Civil
        War veteran William Jackson Smart, was a single parent who raised his
        six children there.[4] After hearing a sermon about Jarvis' Mother's Day
        at Central Methodist Episcopal Church in 1909, she told her pastor that
        fathers should have a similar holiday honoring them.[4][6] Although she
        initially suggested June 5, her father's birthday, the pastors did not
        have enough time to prepare their sermons, and the celebration was
        deferred to the third Sunday of June.[7][8]
      - >-
        Father's Day

        In [[Peru]], Father's Day is celebrated on the third Sunday of June and
        is not a public holiday. People usually give a present to their fathers
        and spend time with him mostly during a family meal.
      - >-
        Sacramento River

        The Sacramento and its wide natural floodplain were once abundant in
        fish and other aquatic creatures, notably one of the southernmost large
        runs of chinook salmon in North America. For about 12,000 years, humans
        have depended on the vast natural resources of the watershed, which had
        one of the densest Native American populations in California. The river
        has provided a route for trade and travel since ancient times. Hundreds
        of tribes sharing regional customs and traditions inhabited the
        Sacramento Valley, first coming into contact with European explorers in
        the late 1700s. The Spanish explorer Gabriel Moraga named the river Rio
        de los Sacramentos in 1808, later shortened and anglicized into
        Sacramento.
  - source_sentence: What is the population of Austria in 2018?
    sentences:
      - >-
        Utah State Capitol

        The Utah State Capitol is the house of government for the U.S. state of
        Utah. The building houses the chambers and offices of the Utah State
        Legislature, the offices of the Governor, Lieutenant Governor, Attorney
        General, the State Auditor and their staffs. The capitol is the main
        building of the Utah State Capitol Complex, which is located on Capitol
        Hill, overlooking downtown Salt Lake City.
      - >-
        Same-sex marriage in Austria

        A September 2018 poll for "Österreich" found that 74% of Austrians
        supported same-sex marriage and 26% were against.
      - >-
        Demographics of Austria

        Population 8,793,370 (July 2018 est.) country comparison to the world:
        96th
  - source_sentence: What language family is Malay?
    sentences:
      - >-
        Malay language

        Malay is a member of the Austronesian family of languages, which
        includes languages from Southeast Asia and the Pacific Ocean, with a
        smaller number in continental Asia. Malagasy, a geographic outlier
        spoken in Madagascar in the Indian Ocean, is also a member of this
        language family. Although each language of the family is mutually
        unintelligible, their similarities are rather striking. Many roots have
        come virtually unchanged from their common ancestor, Proto-Austronesian
        language. There are many cognates found in the languages' words for
        kinship, health, body parts and common animals. Numbers, especially,
        show remarkable similarities.
      - >-
        Filipinos of Malay descent

        In the Philippines, there is misconception and often mixing between the
        two definitions. Filipinos consider Malays as being the natives of the
        Philippines, Indonesia, Malaysia and Brunei. Consequently, Filipinos
        consider themselves Malay when in reality, they are referring to the
        Malay Race. Filipinos in Singapore also prefer to be considered Malay,
        but their desire to be labeled as part of the ethnic group was rejected
        by the Singaporean government. Paradoxically, a minor percentage of
        Filipinos prefer the Spanish influence and may associate themselves with
        being Hispanic, and have made no realistic attempts to promote and/or
        revive the Malay language in the Philippines.
      - >-
        Preferred provider organization

        In health insurance in the United States, a preferred provider
        organization (PPO), sometimes referred to as a participating provider
        organization or preferred provider option, is a managed care
        organization of medical doctors, hospitals, and other health care
        providers who have agreed with an insurer or a third-party administrator
        to provide health care at reduced rates to the insurer's or
        administrator's clients.
  - source_sentence: When was ABC formed?
    sentences:
      - >-
        American Broadcasting Company

        ABC launched as a radio network on October 12, 1943, serving as the
        successor to the NBC Blue Network, which had been purchased by Edward J.
        Noble. It extended its operations to television in 1948, following in
        the footsteps of established broadcast networks CBS and NBC. In the
        mid-1950s, ABC merged with United Paramount Theatres, a chain of movie
        theaters that formerly operated as a subsidiary of Paramount Pictures.
        Leonard Goldenson, who had been the head of UPT, made the new television
        network profitable by helping develop and greenlight many successful
        series. In the 1980s, after purchasing an 80% interest in cable sports
        channel ESPN, the network's corporate parent, American Broadcasting
        Companies, Inc., merged with Capital Cities Communications, owner of
        several print publications, and television and radio stations. In 1996,
        most of Capital Cities/ABC's assets were purchased by The Walt Disney
        Company.
      - >-
        Roman concrete

        Roman concrete, also called opus caementicium, was a material used in
        construction during the late Roman Republic until the fading of the
        Roman Empire. Roman concrete was based on a hydraulic-setting cement.
        Recently, it has been found that it materially differs in several ways
        from modern concrete which is based on Portland cement. Roman concrete
        is durable due to its incorporation of volcanic ash, which prevents
        cracks from spreading. By the middle of the 1st century, the material
        was used frequently, often brick-faced, although variations in aggregate
        allowed different arrangements of materials. Further innovative
        developments in the material, called the Concrete Revolution,
        contributed to structurally complicated forms, such as the Pantheon
        dome, the world's largest and oldest unreinforced concrete dome.[1]
      - >-
        Americans Battling Communism

        Americans Battling Communism, Inc. (ABC) was an anti-communist
        organization created following an October 1947 speech by Pennsylvania
        Judge Blair Gunther that called for an "ABC movement" to educate America
        about communism. Chartered in November 1947 by Harry Alan Sherman, a
        local lawyer active in various anti-communist organizations, the group
        took part in such activities as blacklisting by disclosing the names of
        people suspected of being communists. Its members included local judges
        and lawyers active in the McCarthy-era prosecution of communists.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - pearson_cosine
  - spearman_cosine
model-index:
  - name: SentenceTransformer based on Qwen/Qwen2.5-0.5B-Instruct
    results:
      - task:
          type: semantic-similarity
          name: Semantic Similarity
        dataset:
          name: sts dev 896
          type: sts-dev-896
        metrics:
          - type: pearson_cosine
            value: 0.7619096916737289
            name: Pearson Cosine
          - type: spearman_cosine
            value: 0.7685786786451259
            name: Spearman Cosine
      - task:
          type: semantic-similarity
          name: Semantic Similarity
        dataset:
          name: sts dev 768
          type: sts-dev-768
        metrics:
          - type: pearson_cosine
            value: 0.7599369650510641
            name: Pearson Cosine
          - type: spearman_cosine
            value: 0.7672126817520759
            name: Spearman Cosine

SentenceTransformer based on Qwen/Qwen2.5-0.5B-Instruct

This is a sentence-transformers model finetuned from Qwen/Qwen2.5-0.5B-Instruct. It maps sentences & paragraphs to a 896-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: Qwen/Qwen2.5-0.5B-Instruct
• Maximum Sequence Length: 1024 tokens
• Output Dimensionality: 896 dimensions
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 1024, 'do_lower_case': False}) with Transformer model: Qwen2Model 
  (1): Pooling({'word_embedding_dimension': 896, '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})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("AlexWortega/qwen7k")
# Run inference
sentences = [
    'When was ABC formed?',
    "American Broadcasting Company\nABC launched as a radio network on October 12, 1943, serving as the successor to the NBC Blue Network, which had been purchased by Edward J. Noble. It extended its operations to television in 1948, following in the footsteps of established broadcast networks CBS and NBC. In the mid-1950s, ABC merged with United Paramount Theatres, a chain of movie theaters that formerly operated as a subsidiary of Paramount Pictures. Leonard Goldenson, who had been the head of UPT, made the new television network profitable by helping develop and greenlight many successful series. In the 1980s, after purchasing an 80% interest in cable sports channel ESPN, the network's corporate parent, American Broadcasting Companies, Inc., merged with Capital Cities Communications, owner of several print publications, and television and radio stations. In 1996, most of Capital Cities/ABC's assets were purchased by The Walt Disney Company.",
    'Americans Battling Communism\nAmericans Battling Communism, Inc. (ABC) was an anti-communist organization created following an October 1947 speech by Pennsylvania Judge Blair Gunther that called for an "ABC movement" to educate America about communism. Chartered in November 1947 by Harry Alan Sherman, a local lawyer active in various anti-communist organizations, the group took part in such activities as blacklisting by disclosing the names of people suspected of being communists. Its members included local judges and lawyers active in the McCarthy-era prosecution of communists.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 896]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Semantic Similarity

• Datasets: sts-dev-896 and sts-dev-768
• Evaluated with EmbeddingSimilarityEvaluator

Metric	sts-dev-896	sts-dev-768
pearson_cosine	0.7619	0.7599
spearman_cosine	0.7686	0.7672

Training Details

Training Dataset

Unnamed Dataset

• Size: 1,077,240 training samples
• Columns: query, response, and negative
• Approximate statistics based on the first 1000 samples:

  	query	response	negative
  type	string	string	string
  details	min: 4 tokens mean: 8.76 tokens max: 26 tokens	min: 23 tokens mean: 141.88 tokens max: 532 tokens	min: 4 tokens mean: 134.02 tokens max: 472 tokens

• Samples:

  query	response	negative
  Was there a year 0?	Year zero Year zero does not exist in the anno Domini system usually used to number years in the Gregorian calendar and in its predecessor, the Julian calendar. In this system, the year 1 BC is followed by AD 1. However, there is a year zero in astronomical year numbering (where it coincides with the Julian year 1 BC) and in ISO 8601:2004 (where it coincides with the Gregorian year 1 BC) as well as in all Buddhist and Hindu calendars.	504 Year 504 (DIV) was a leap year starting on Thursday (link will display the full calendar) of the Julian calendar. At the time, it was known as the Year of the Consulship of Nicomachus without colleague (or, less frequently, year 1257 "Ab urbe condita"). The denomination 504 for this year has been used since the early medieval period, when the Anno Domini calendar era became the prevalent method in Europe for naming years.
  When is the dialectical method used?	Dialectic Dialectic or dialectics (Greek: διαλεκτική, dialektikḗ; related to dialogue), also known as the dialectical method, is at base a discourse between two or more people holding different points of view about a subject but wishing to establish the truth through reasoned arguments. Dialectic resembles debate, but the concept excludes subjective elements such as emotional appeal and the modern pejorative sense of rhetoric.[1][2] Dialectic may be contrasted with the didactic method, wherein one side of the conversation teaches the other. Dialectic is alternatively known as minor logic, as opposed to major logic or critique.	Derek Bentley case Another factor in the posthumous defence was that a "confession" recorded by Bentley, which was claimed by the prosecution to be a "verbatim record of dictated monologue", was shown by forensic linguistics methods to have been largely edited by policemen. Linguist Malcolm Coulthard showed that certain patterns, such as the frequency of the word "then" and the grammatical use of "then" after the grammatical subject ("I then" rather than "then I"), were not consistent with Bentley's use of language (his idiolect), as evidenced in court testimony. These patterns fit better the recorded testimony of the policemen involved. This is one of the earliest uses of forensic linguistics on record.
  What do Grasshoppers eat?	Grasshopper Grasshoppers are plant-eaters, with a few species at times becoming serious pests of cereals, vegetables and pasture, especially when they swarm in their millions as locusts and destroy crops over wide areas. They protect themselves from predators by camouflage; when detected, many species attempt to startle the predator with a brilliantly-coloured wing-flash while jumping and (if adult) launching themselves into the air, usually flying for only a short distance. Other species such as the rainbow grasshopper have warning coloration which deters predators. Grasshoppers are affected by parasites and various diseases, and many predatory creatures feed on both nymphs and adults. The eggs are the subject of attack by parasitoids and predators.	Groundhog Very often the dens of groundhogs provide homes for other animals including skunks, red foxes, and cottontail rabbits. The fox and skunk feed upon field mice, grasshoppers, beetles and other creatures that destroy farm crops. In aiding these animals, the groundhog indirectly helps the farmer. In addition to providing homes for itself and other animals, the groundhog aids in soil improvement by bringing subsoil to the surface. The groundhog is also a valuable game animal and is considered a difficult sport when hunted in a fair manner. In some parts of Appalachia, they are eaten.

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 12
• per_device_eval_batch_size: 12
• gradient_accumulation_steps: 4
• num_train_epochs: 1
• warmup_ratio: 0.3
• bf16: True
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 12
• per_device_eval_batch_size: 12
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 4
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.3
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: True
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: False
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	sts-dev-896_spearman_cosine	sts-dev-768_spearman_cosine
0.0004	10	2.2049	-	-
0.0009	20	2.3168	-	-
0.0013	30	2.3544	-	-
0.0018	40	2.2519	-	-
0.0022	50	2.1809	-	-
0.0027	60	2.1572	-	-
0.0031	70	2.1855	-	-
0.0036	80	2.5887	-	-
0.0040	90	2.883	-	-
0.0045	100	2.8557	-	-
0.0049	110	2.9356	-	-
0.0053	120	2.8833	-	-
0.0058	130	2.8394	-	-
0.0062	140	2.923	-	-
0.0067	150	2.8191	-	-
0.0071	160	2.8658	-	-
0.0076	170	2.8252	-	-
0.0080	180	2.8312	-	-
0.0085	190	2.7761	-	-
0.0089	200	2.7193	-	-
0.0094	210	2.724	-	-
0.0098	220	2.7484	-	-
0.0102	230	2.7262	-	-
0.0107	240	2.6964	-	-
0.0111	250	2.6676	-	-
0.0116	260	2.6715	-	-
0.0120	270	2.6145	-	-
0.0125	280	2.6191	-	-
0.0129	290	1.9812	-	-
0.0134	300	1.6413	-	-
0.0138	310	1.6126	-	-
0.0143	320	1.3599	-	-
0.0147	330	1.2996	-	-
0.0151	340	1.2654	-	-
0.0156	350	1.9409	-	-
0.0160	360	2.1287	-	-
0.0165	370	1.8442	-	-
0.0169	380	1.6837	-	-
0.0174	390	1.5489	-	-
0.0178	400	1.4382	-	-
0.0183	410	1.4848	-	-
0.0187	420	1.3481	-	-
0.0192	430	1.3467	-	-
0.0196	440	1.3977	-	-
0.0201	450	1.26	-	-
0.0205	460	1.2412	-	-
0.0209	470	1.316	-	-
0.0214	480	1.3501	-	-
0.0218	490	1.2246	-	-
0.0223	500	1.2271	-	-
0.0227	510	1.1871	-	-
0.0232	520	1.1685	-	-
0.0236	530	1.1624	-	-
0.0241	540	1.1911	-	-
0.0245	550	1.1978	-	-
0.0250	560	1.1228	-	-
0.0254	570	1.1091	-	-
0.0258	580	1.1433	-	-
0.0263	590	1.0638	-	-
0.0267	600	1.0515	-	-
0.0272	610	1.175	-	-
0.0276	620	1.0943	-	-
0.0281	630	1.1226	-	-
0.0285	640	0.9871	-	-
0.0290	650	1.0171	-	-
0.0294	660	1.0169	-	-
0.0299	670	0.9643	-	-
0.0303	680	0.9563	-	-
0.0307	690	0.9841	-	-
0.0312	700	1.0349	-	-
0.0316	710	0.8958	-	-
0.0321	720	0.9225	-	-
0.0325	730	0.842	-	-
0.0330	740	0.9104	-	-
0.0334	750	0.8927	-	-
0.0339	760	0.8508	-	-
0.0343	770	0.8835	-	-
0.0348	780	0.9531	-	-
0.0352	790	0.926	-	-
0.0356	800	0.8718	-	-
0.0361	810	0.8261	-	-
0.0365	820	0.8169	-	-
0.0370	830	0.8525	-	-
0.0374	840	0.8504	-	-
0.0379	850	0.7625	-	-
0.0383	860	0.8259	-	-
0.0388	870	0.7558	-	-
0.0392	880	0.7898	-	-
0.0397	890	0.7694	-	-
0.0401	900	0.7429	-	-
0.0405	910	0.6666	-	-
0.0410	920	0.7407	-	-
0.0414	930	0.6665	-	-
0.0419	940	0.7597	-	-
0.0423	950	0.7035	-	-
0.0428	960	0.7166	-	-
0.0432	970	0.6889	-	-
0.0437	980	0.7541	-	-
0.0441	990	0.7175	-	-
0.0446	1000	0.7389	0.6420	0.6403
0.0450	1010	0.7142	-	-
0.0454	1020	0.7301	-	-
0.0459	1030	0.7299	-	-
0.0463	1040	0.6759	-	-
0.0468	1050	0.7036	-	-
0.0472	1060	0.6286	-	-
0.0477	1070	0.595	-	-
0.0481	1080	0.6099	-	-
0.0486	1090	0.6377	-	-
0.0490	1100	0.6309	-	-
0.0495	1110	0.6306	-	-
0.0499	1120	0.557	-	-
0.0504	1130	0.5898	-	-
0.0508	1140	0.5896	-	-
0.0512	1150	0.6399	-	-
0.0517	1160	0.5923	-	-
0.0521	1170	0.5787	-	-
0.0526	1180	0.591	-	-
0.0530	1190	0.5714	-	-
0.0535	1200	0.6047	-	-
0.0539	1210	0.5904	-	-
0.0544	1220	0.543	-	-
0.0548	1230	0.6033	-	-
0.0553	1240	0.5445	-	-
0.0557	1250	0.5217	-	-
0.0561	1260	0.5835	-	-
0.0566	1270	0.5353	-	-
0.0570	1280	0.5887	-	-
0.0575	1290	0.5967	-	-
0.0579	1300	0.5036	-	-
0.0584	1310	0.5915	-	-
0.0588	1320	0.5719	-	-
0.0593	1330	0.5238	-	-
0.0597	1340	0.5647	-	-
0.0602	1350	0.538	-	-
0.0606	1360	0.5457	-	-
0.0610	1370	0.5169	-	-
0.0615	1380	0.4967	-	-
0.0619	1390	0.4864	-	-
0.0624	1400	0.5133	-	-
0.0628	1410	0.5587	-	-
0.0633	1420	0.4691	-	-
0.0637	1430	0.5186	-	-
0.0642	1440	0.4907	-	-
0.0646	1450	0.5281	-	-
0.0651	1460	0.4741	-	-
0.0655	1470	0.4452	-	-
0.0659	1480	0.4771	-	-
0.0664	1490	0.4289	-	-
0.0668	1500	0.4551	-	-
0.0673	1510	0.4558	-	-
0.0677	1520	0.5159	-	-
0.0682	1530	0.4296	-	-
0.0686	1540	0.4548	-	-
0.0691	1550	0.4439	-	-
0.0695	1560	0.4295	-	-
0.0700	1570	0.4466	-	-
0.0704	1580	0.4717	-	-
0.0708	1590	0.492	-	-
0.0713	1600	0.4566	-	-
0.0717	1610	0.4451	-	-
0.0722	1620	0.4715	-	-
0.0726	1630	0.4573	-	-
0.0731	1640	0.3972	-	-
0.0735	1650	0.5212	-	-
0.0740	1660	0.4381	-	-
0.0744	1670	0.4552	-	-
0.0749	1680	0.4767	-	-
0.0753	1690	0.4398	-	-
0.0757	1700	0.4801	-	-
0.0762	1710	0.3751	-	-
0.0766	1720	0.4407	-	-
0.0771	1730	0.4305	-	-
0.0775	1740	0.3938	-	-
0.0780	1750	0.4748	-	-
0.0784	1760	0.428	-	-
0.0789	1770	0.404	-	-
0.0793	1780	0.4261	-	-
0.0798	1790	0.359	-	-
0.0802	1800	0.4422	-	-
0.0807	1810	0.4748	-	-
0.0811	1820	0.4352	-	-
0.0815	1830	0.4032	-	-
0.0820	1840	0.4124	-	-
0.0824	1850	0.4486	-	-
0.0829	1860	0.429	-	-
0.0833	1870	0.4189	-	-
0.0838	1880	0.3658	-	-
0.0842	1890	0.4297	-	-
0.0847	1900	0.4215	-	-
0.0851	1910	0.3726	-	-
0.0856	1920	0.3736	-	-
0.0860	1930	0.4287	-	-
0.0864	1940	0.4402	-	-
0.0869	1950	0.4353	-	-
0.0873	1960	0.3622	-	-
0.0878	1970	0.3557	-	-
0.0882	1980	0.4107	-	-
0.0887	1990	0.3982	-	-
0.0891	2000	0.453	0.7292	0.7261
0.0896	2010	0.3971	-	-
0.0900	2020	0.4374	-	-
0.0905	2030	0.4322	-	-
0.0909	2040	0.3945	-	-
0.0913	2050	0.356	-	-
0.0918	2060	0.4182	-	-
0.0922	2070	0.3694	-	-
0.0927	2080	0.3989	-	-
0.0931	2090	0.4237	-	-
0.0936	2100	0.3961	-	-
0.0940	2110	0.4264	-	-
0.0945	2120	0.3609	-	-
0.0949	2130	0.4154	-	-
0.0954	2140	0.3661	-	-
0.0958	2150	0.3328	-	-
0.0962	2160	0.3456	-	-
0.0967	2170	0.3478	-	-
0.0971	2180	0.3339	-	-
0.0976	2190	0.3833	-	-
0.0980	2200	0.3238	-	-
0.0985	2210	0.3871	-	-
0.0989	2220	0.4009	-	-
0.0994	2230	0.4115	-	-
0.0998	2240	0.4024	-	-
0.1003	2250	0.35	-	-
0.1007	2260	0.3649	-	-
0.1011	2270	0.3615	-	-
0.1016	2280	0.3898	-	-
0.1020	2290	0.3866	-	-
0.1025	2300	0.3904	-	-
0.1029	2310	0.3321	-	-
0.1034	2320	0.3803	-	-
0.1038	2330	0.3831	-	-
0.1043	2340	0.403	-	-
0.1047	2350	0.3803	-	-
0.1052	2360	0.3463	-	-
0.1056	2370	0.3987	-	-
0.1060	2380	0.3731	-	-
0.1065	2390	0.353	-	-
0.1069	2400	0.3166	-	-
0.1074	2410	0.3895	-	-
0.1078	2420	0.4025	-	-
0.1083	2430	0.3798	-	-
0.1087	2440	0.2991	-	-
0.1092	2450	0.3094	-	-
0.1096	2460	0.3669	-	-
0.1101	2470	0.3412	-	-
0.1105	2480	0.3697	-	-
0.1110	2490	0.369	-	-
0.1114	2500	0.3393	-	-
0.1118	2510	0.4232	-	-
0.1123	2520	0.3445	-	-
0.1127	2530	0.4165	-	-
0.1132	2540	0.3721	-	-
0.1136	2550	0.3476	-	-
0.1141	2560	0.2847	-	-
0.1145	2570	0.3609	-	-
0.1150	2580	0.3017	-	-
0.1154	2590	0.374	-	-
0.1159	2600	0.3365	-	-
0.1163	2610	0.393	-	-
0.1167	2620	0.3623	-	-
0.1172	2630	0.3538	-	-
0.1176	2640	0.3206	-	-
0.1181	2650	0.3962	-	-
0.1185	2660	0.3087	-	-
0.1190	2670	0.3482	-	-
0.1194	2680	0.3616	-	-
0.1199	2690	0.3955	-	-
0.1203	2700	0.3915	-	-
0.1208	2710	0.3782	-	-
0.1212	2720	0.3576	-	-
0.1216	2730	0.3544	-	-
0.1221	2740	0.3572	-	-
0.1225	2750	0.3107	-	-
0.1230	2760	0.3579	-	-
0.1234	2770	0.3571	-	-
0.1239	2780	0.3694	-	-
0.1243	2790	0.3674	-	-
0.1248	2800	0.3373	-	-
0.1252	2810	0.3362	-	-
0.1257	2820	0.3225	-	-
0.1261	2830	0.3609	-	-
0.1265	2840	0.3681	-	-
0.1270	2850	0.4059	-	-
0.1274	2860	0.3047	-	-
0.1279	2870	0.3446	-	-
0.1283	2880	0.3507	-	-
0.1288	2890	0.3124	-	-
0.1292	2900	0.3712	-	-
0.1297	2910	0.3394	-	-
0.1301	2920	0.3869	-	-
0.1306	2930	0.3449	-	-
0.1310	2940	0.3752	-	-
0.1314	2950	0.3341	-	-
0.1319	2960	0.3329	-	-
0.1323	2970	0.36	-	-
0.1328	2980	0.3788	-	-
0.1332	2990	0.3834	-	-
0.1337	3000	0.3426	0.7603	0.7590
0.1341	3010	0.3591	-	-
0.1346	3020	0.2923	-	-
0.1350	3030	0.332	-	-
0.1355	3040	0.3867	-	-
0.1359	3050	0.3778	-	-
0.1363	3060	0.3389	-	-
0.1368	3070	0.3069	-	-
0.1372	3080	0.3833	-	-
0.1377	3090	0.3497	-	-
0.1381	3100	0.3698	-	-
0.1386	3110	0.335	-	-
0.1390	3120	0.3578	-	-
0.1395	3130	0.3171	-	-
0.1399	3140	0.3073	-	-
0.1404	3150	0.3354	-	-
0.1408	3160	0.3338	-	-
0.1412	3170	0.367	-	-
0.1417	3180	0.3299	-	-
0.1421	3190	0.3622	-	-
0.1426	3200	0.3158	-	-
0.1430	3210	0.3242	-	-
0.1435	3220	0.388	-	-
0.1439	3230	0.3626	-	-
0.1444	3240	0.3371	-	-
0.1448	3250	0.3808	-	-
0.1453	3260	0.3375	-	-
0.1457	3270	0.352	-	-
0.1462	3280	0.3466	-	-
0.1466	3290	0.3355	-	-
0.1470	3300	0.3432	-	-
0.1475	3310	0.372	-	-
0.1479	3320	0.3501	-	-
0.1484	3330	0.3311	-	-
0.1488	3340	0.3312	-	-
0.1493	3350	0.3276	-	-
0.1497	3360	0.3218	-	-
0.1502	3370	0.4019	-	-
0.1506	3380	0.3132	-	-
0.1511	3390	0.3741	-	-
0.1515	3400	0.3359	-	-
0.1519	3410	0.381	-	-
0.1524	3420	0.3024	-	-
0.1528	3430	0.3238	-	-
0.1533	3440	0.2675	-	-
0.1537	3450	0.3568	-	-
0.1542	3460	0.3666	-	-
0.1546	3470	0.3307	-	-
0.1551	3480	0.3698	-	-
0.1555	3490	0.3668	-	-
0.1560	3500	0.385	-	-
0.1564	3510	0.3068	-	-
0.1568	3520	0.3015	-	-
0.1573	3530	0.3604	-	-
0.1577	3540	0.3592	-	-
0.1582	3550	0.3483	-	-
0.1586	3560	0.3131	-	-
0.1591	3570	0.3738	-	-
0.1595	3580	0.3719	-	-
0.1600	3590	0.3409	-	-
0.1604	3600	0.4082	-	-
0.1609	3610	0.2881	-	-
0.1613	3620	0.3214	-	-
0.1617	3630	0.4413	-	-
0.1622	3640	0.3706	-	-
0.1626	3650	0.3643	-	-
0.1631	3660	0.3493	-	-
0.1635	3670	0.3877	-	-
0.1640	3680	0.3278	-	-
0.1644	3690	0.3211	-	-
0.1649	3700	0.4104	-	-
0.1653	3710	0.4558	-	-
0.1658	3720	0.3602	-	-
0.1662	3730	0.3348	-	-
0.1666	3740	0.2922	-	-
0.1671	3750	0.329	-	-
0.1675	3760	0.3507	-	-
0.1680	3770	0.2853	-	-
0.1684	3780	0.3556	-	-
0.1689	3790	0.3138	-	-
0.1693	3800	0.3536	-	-
0.1698	3810	0.3762	-	-
0.1702	3820	0.3262	-	-
0.1707	3830	0.3571	-	-
0.1711	3840	0.3455	-	-
0.1715	3850	0.3283	-	-
0.1720	3860	0.3317	-	-
0.1724	3870	0.2984	-	-
0.1729	3880	0.2659	-	-
0.1733	3890	0.2844	-	-
0.1738	3900	0.2999	-	-
0.1742	3910	0.2991	-	-
0.1747	3920	0.2667	-	-
0.1751	3930	0.3529	-	-
0.1756	3940	0.3767	-	-
0.1760	3950	0.3909	-	-
0.1765	3960	0.3393	-	-
0.1769	3970	0.2918	-	-
0.1773	3980	0.3363	-	-
0.1778	3990	0.3694	-	-
0.1782	4000	0.3	0.7572	0.7542
0.1787	4010	0.3266	-	-
0.1791	4020	0.3059	-	-
0.1796	4030	0.3038	-	-
0.1800	4040	0.3415	-	-
0.1805	4050	0.3385	-	-
0.1809	4060	0.3145	-	-
0.1814	4070	0.2816	-	-
0.1818	4080	0.3272	-	-
0.1822	4090	0.3335	-	-
0.1827	4100	0.3412	-	-
0.1831	4110	0.3367	-	-
0.1836	4120	0.2754	-	-
0.1840	4130	0.298	-	-
0.1845	4140	0.3252	-	-
0.1849	4150	0.3613	-	-
0.1854	4160	0.3197	-	-
0.1858	4170	0.3578	-	-
0.1863	4180	0.3254	-	-
0.1867	4190	0.2993	-	-
0.1871	4200	0.3188	-	-
0.1876	4210	0.3217	-	-
0.1880	4220	0.2893	-	-
0.1885	4230	0.3223	-	-
0.1889	4240	0.3522	-	-
0.1894	4250	0.3489	-	-
0.1898	4260	0.3313	-	-
0.1903	4270	0.3612	-	-
0.1907	4280	0.3323	-	-
0.1912	4290	0.2971	-	-
0.1916	4300	0.3009	-	-
0.1920	4310	0.3336	-	-
0.1925	4320	0.3655	-	-
0.1929	4330	0.3414	-	-
0.1934	4340	0.2903	-	-
0.1938	4350	0.3732	-	-
0.1943	4360	0.3526	-	-
0.1947	4370	0.3424	-	-
0.1952	4380	0.3371	-	-
0.1956	4390	0.3407	-	-
0.1961	4400	0.3626	-	-
0.1965	4410	0.3104	-	-
0.1969	4420	0.3432	-	-
0.1974	4430	0.2897	-	-
0.1978	4440	0.2952	-	-
0.1983	4450	0.3032	-	-
0.1987	4460	0.3179	-	-
0.1992	4470	0.3364	-	-
0.1996	4480	0.2757	-	-
0.2001	4490	0.3775	-	-
0.2005	4500	0.2782	-	-
0.2010	4510	0.2787	-	-
0.2014	4520	0.3433	-	-
0.2018	4530	0.3348	-	-
0.2023	4540	0.295	-	-
0.2027	4550	0.3076	-	-
0.2032	4560	0.3489	-	-
0.2036	4570	0.3741	-	-
0.2041	4580	0.3121	-	-
0.2045	4590	0.2682	-	-
0.2050	4600	0.3106	-	-
0.2054	4610	0.312	-	-
0.2059	4620	0.3537	-	-
0.2063	4630	0.2801	-	-
0.2068	4640	0.3378	-	-
0.2072	4650	0.3417	-	-
0.2076	4660	0.4114	-	-
0.2081	4670	0.3325	-	-
0.2085	4680	0.3085	-	-
0.2090	4690	0.2875	-	-
0.2094	4700	0.3864	-	-
0.2099	4710	0.3235	-	-
0.2103	4720	0.3187	-	-
0.2108	4730	0.2956	-	-
0.2112	4740	0.3405	-	-
0.2117	4750	0.313	-	-
0.2121	4760	0.2865	-	-
0.2125	4770	0.3555	-	-
0.2130	4780	0.3089	-	-
0.2134	4790	0.3021	-	-
0.2139	4800	0.353	-	-
0.2143	4810	0.3356	-	-
0.2148	4820	0.338	-	-
0.2152	4830	0.3362	-	-
0.2157	4840	0.3152	-	-
0.2161	4850	0.3321	-	-
0.2166	4860	0.3087	-	-
0.2170	4870	0.3503	-	-
0.2174	4880	0.3841	-	-
0.2179	4890	0.333	-	-
0.2183	4900	0.3705	-	-
0.2188	4910	0.3121	-	-
0.2192	4920	0.3151	-	-
0.2197	4930	0.3138	-	-
0.2201	4940	0.3525	-	-
0.2206	4950	0.3233	-	-
0.2210	4960	0.2762	-	-
0.2215	4970	0.3679	-	-
0.2219	4980	0.3351	-	-
0.2223	4990	0.3733	-	-
0.2228	5000	0.366	0.7601	0.7577
0.2232	5010	0.2968	-	-
0.2237	5020	0.3618	-	-
0.2241	5030	0.3758	-	-
0.2246	5040	0.2664	-	-
0.2250	5050	0.3232	-	-
0.2255	5060	0.3452	-	-
0.2259	5070	0.4011	-	-
0.2264	5080	0.3521	-	-
0.2268	5090	0.3029	-	-
0.2272	5100	0.3058	-	-
0.2277	5110	0.3198	-	-
0.2281	5120	0.2958	-	-
0.2286	5130	0.3046	-	-
0.2290	5140	0.3284	-	-
0.2295	5150	0.333	-	-
0.2299	5160	0.3385	-	-
0.2304	5170	0.3359	-	-
0.2308	5180	0.3572	-	-
0.2313	5190	0.2992	-	-
0.2317	5200	0.318	-	-
0.2321	5210	0.3002	-	-
0.2326	5220	0.3194	-	-
0.2330	5230	0.3398	-	-
0.2335	5240	0.2675	-	-
0.2339	5250	0.312	-	-
0.2344	5260	0.3199	-	-
0.2348	5270	0.3446	-	-
0.2353	5280	0.3082	-	-
0.2357	5290	0.3522	-	-
0.2362	5300	0.3347	-	-
0.2366	5310	0.3571	-	-
0.2371	5320	0.3275	-	-
0.2375	5330	0.3524	-	-
0.2379	5340	0.3151	-	-
0.2384	5350	0.3338	-	-
0.2388	5360	0.3794	-	-
0.2393	5370	0.3591	-	-
0.2397	5380	0.3442	-	-
0.2402	5390	0.2927	-	-
0.2406	5400	0.3316	-	-
0.2411	5410	0.3152	-	-
0.2415	5420	0.3876	-	-
0.2420	5430	0.324	-	-
0.2424	5440	0.3296	-	-
0.2428	5450	0.3499	-	-
0.2433	5460	0.3552	-	-
0.2437	5470	0.3394	-	-
0.2442	5480	0.3083	-	-
0.2446	5490	0.3198	-	-
0.2451	5500	0.2887	-	-
0.2455	5510	0.2898	-	-
0.2460	5520	0.3092	-	-
0.2464	5530	0.3025	-	-
0.2469	5540	0.3253	-	-
0.2473	5550	0.3686	-	-
0.2477	5560	0.3205	-	-
0.2482	5570	0.3507	-	-
0.2486	5580	0.2809	-	-
0.2491	5590	0.3339	-	-
0.2495	5600	0.3261	-	-
0.2500	5610	0.2804	-	-
0.2504	5620	0.2856	-	-
0.2509	5630	0.3211	-	-
0.2513	5640	0.3126	-	-
0.2518	5650	0.3374	-	-
0.2522	5660	0.2957	-	-
0.2526	5670	0.3414	-	-
0.2531	5680	0.3219	-	-
0.2535	5690	0.3554	-	-
0.2540	5700	0.2738	-	-
0.2544	5710	0.361	-	-
0.2549	5720	0.336	-	-
0.2553	5730	0.3254	-	-
0.2558	5740	0.3453	-	-
0.2562	5750	0.2984	-	-
0.2567	5760	0.3224	-	-
0.2571	5770	0.2553	-	-
0.2575	5780	0.301	-	-
0.2580	5790	0.3767	-	-
0.2584	5800	0.3092	-	-
0.2589	5810	0.2676	-	-
0.2593	5820	0.3178	-	-
0.2598	5830	0.3117	-	-
0.2602	5840	0.3446	-	-
0.2607	5850	0.3347	-	-
0.2611	5860	0.3841	-	-
0.2616	5870	0.2847	-	-
0.2620	5880	0.3587	-	-
0.2624	5890	0.2812	-	-
0.2629	5900	0.3577	-	-
0.2633	5910	0.3011	-	-
0.2638	5920	0.3102	-	-
0.2642	5930	0.3297	-	-
0.2647	5940	0.2603	-	-
0.2651	5950	0.3575	-	-
0.2656	5960	0.3617	-	-
0.2660	5970	0.3587	-	-
0.2665	5980	0.3198	-	-
0.2669	5990	0.3536	-	-
0.2673	6000	0.3047	0.7725	0.7699
0.2678	6010	0.3211	-	-
0.2682	6020	0.392	-	-
0.2687	6030	0.3359	-	-
0.2691	6040	0.2903	-	-
0.2696	6050	0.286	-	-
0.2700	6060	0.3426	-	-
0.2705	6070	0.3406	-	-
0.2709	6080	0.2903	-	-
0.2714	6090	0.3175	-	-
0.2718	6100	0.2794	-	-
0.2723	6110	0.3232	-	-
0.2727	6120	0.3054	-	-
0.2731	6130	0.361	-	-
0.2736	6140	0.3524	-	-
0.2740	6150	0.3371	-	-
0.2745	6160	0.313	-	-
0.2749	6170	0.2713	-	-
0.2754	6180	0.3141	-	-
0.2758	6190	0.3197	-	-
0.2763	6200	0.2792	-	-
0.2767	6210	0.3169	-	-
0.2772	6220	0.307	-	-
0.2776	6230	0.2737	-	-
0.2780	6240	0.3348	-	-
0.2785	6250	0.2885	-	-
0.2789	6260	0.3416	-	-
0.2794	6270	0.3422	-	-
0.2798	6280	0.2758	-	-
0.2803	6290	0.3736	-	-
0.2807	6300	0.3036	-	-
0.2812	6310	0.3704	-	-
0.2816	6320	0.3312	-	-
0.2821	6330	0.3431	-	-
0.2825	6340	0.3502	-	-
0.2829	6350	0.2821	-	-
0.2834	6360	0.3097	-	-
0.2838	6370	0.3444	-	-
0.2843	6380	0.3349	-	-
0.2847	6390	0.2999	-	-
0.2852	6400	0.3149	-	-
0.2856	6410	0.3462	-	-
0.2861	6420	0.3337	-	-
0.2865	6430	0.3329	-	-
0.2870	6440	0.3294	-	-
0.2874	6450	0.2917	-	-
0.2878	6460	0.3007	-	-
0.2883	6470	0.2809	-	-
0.2887	6480	0.3745	-	-
0.2892	6490	0.3625	-	-
0.2896	6500	0.3123	-	-
0.2901	6510	0.3209	-	-
0.2905	6520	0.347	-	-
0.2910	6530	0.3084	-	-
0.2914	6540	0.2829	-	-
0.2919	6550	0.3569	-	-
0.2923	6560	0.2686	-	-
0.2927	6570	0.2929	-	-
0.2932	6580	0.3237	-	-
0.2936	6590	0.3451	-	-
0.2941	6600	0.3199	-	-
0.2945	6610	0.2848	-	-
0.2950	6620	0.2842	-	-
0.2954	6630	0.3168	-	-
0.2959	6640	0.3094	-	-
0.2963	6650	0.3239	-	-
0.2968	6660	0.357	-	-
0.2972	6670	0.3279	-	-
0.2976	6680	0.4015	-	-
0.2981	6690	0.2901	-	-
0.2985	6700	0.3387	-	-
0.2990	6710	0.3282	-	-
0.2994	6720	0.2909	-	-
0.2999	6730	0.3556	-	-
0.3003	6740	0.3008	-	-
0.3008	6750	0.3205	-	-
0.3012	6760	0.3132	-	-
0.3017	6770	0.3181	-	-
0.3021	6780	0.3752	-	-
0.3026	6790	0.317	-	-
0.3030	6800	0.3584	-	-
0.3034	6810	0.3475	-	-
0.3039	6820	0.2827	-	-
0.3043	6830	0.2925	-	-
0.3048	6840	0.2941	-	-
0.3052	6850	0.3154	-	-
0.3057	6860	0.3301	-	-
0.3061	6870	0.3492	-	-
0.3066	6880	0.3147	-	-
0.3070	6890	0.348	-	-
0.3075	6900	0.3577	-	-
0.3079	6910	0.2893	-	-
0.3083	6920	0.3298	-	-
0.3088	6930	0.3071	-	-
0.3092	6940	0.322	-	-
0.3097	6950	0.3055	-	-
0.3101	6960	0.3333	-	-
0.3106	6970	0.3329	-	-
0.3110	6980	0.3298	-	-
0.3115	6990	0.3061	-	-
0.3119	7000	0.3005	0.7686	0.7672

Framework Versions

• Python: 3.10.12
• Sentence Transformers: 3.3.0
• Transformers: 4.46.2
• PyTorch: 2.1.0+cu118
• Accelerate: 1.1.1
• Datasets: 3.1.0
• Tokenizers: 0.20.3

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}