tangled-llama-33m-32k-base-v0.1
A pretrained language model based on the Llama model with about 33M parameters. This model has been trained on 9.7B (9,782,206,713) tokens from more than 5.2M (5,285,575) dataset rows.
This model isn't designed for immediate use but rather for Continued Pretraining and Finetuning on a downstream task. While it can handle a context length of up to 32K (32,768) tokens, it was pretrained with sequences of 2K (2048) tokens.
The objective is to streamline the cognitive or reasoning core, eliminating any redundant knowledge from the model.
lm-evaluation-harness
litgpt evaluate --tasks 'leaderboard' --out_dir 'evaluate-0/' --batch_size 4 --dtype 'bfloat16' out/pretrain/final/
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| leaderboard | N/A | |||||||
| - leaderboard_bbh | N/A | |||||||
| - leaderboard_bbh_boolean_expressions | 1 | none | 3 | acc_norm | ↑ | 0.4600 | ± | 0.0316 |
| - leaderboard_bbh_causal_judgement | 1 | none | 3 | acc_norm | ↑ | 0.5187 | ± | 0.0366 |
| - leaderboard_bbh_date_understanding | 1 | none | 3 | acc_norm | ↑ | 0.1600 | ± | 0.0232 |
| - leaderboard_bbh_disambiguation_qa | 1 | none | 3 | acc_norm | ↑ | 0.3000 | ± | 0.0290 |
| - leaderboard_bbh_formal_fallacies | 1 | none | 3 | acc_norm | ↑ | 0.4680 | ± | 0.0316 |
| - leaderboard_bbh_geometric_shapes | 1 | none | 3 | acc_norm | ↑ | 0.0400 | ± | 0.0124 |
| - leaderboard_bbh_hyperbaton | 1 | none | 3 | acc_norm | ↑ | 0.5240 | ± | 0.0316 |
| - leaderboard_bbh_logical_deduction_five_objects | 1 | none | 3 | acc_norm | ↑ | 0.2240 | ± | 0.0264 |
| - leaderboard_bbh_logical_deduction_seven_objects | 1 | none | 3 | acc_norm | ↑ | 0.1480 | ± | 0.0225 |
| - leaderboard_bbh_logical_deduction_three_objects | 1 | none | 3 | acc_norm | ↑ | 0.3160 | ± | 0.0295 |
| - leaderboard_bbh_movie_recommendation | 1 | none | 3 | acc_norm | ↑ | 0.2560 | ± | 0.0277 |
| - leaderboard_bbh_navigate | 1 | none | 3 | acc_norm | ↑ | 0.4200 | ± | 0.0313 |
| - leaderboard_bbh_object_counting | 1 | none | 3 | acc_norm | ↑ | 0.0680 | ± | 0.0160 |
| - leaderboard_bbh_penguins_in_a_table | 1 | none | 3 | acc_norm | ↑ | 0.1918 | ± | 0.0327 |
| - leaderboard_bbh_reasoning_about_colored_objects | 1 | none | 3 | acc_norm | ↑ | 0.1160 | ± | 0.0203 |
| - leaderboard_bbh_ruin_names | 1 | none | 3 | acc_norm | ↑ | 0.2000 | ± | 0.0253 |
| - leaderboard_bbh_salient_translation_error_detection | 1 | none | 3 | acc_norm | ↑ | 0.1320 | ± | 0.0215 |
| - leaderboard_bbh_snarks | 1 | none | 3 | acc_norm | ↑ | 0.4719 | ± | 0.0375 |
| - leaderboard_bbh_sports_understanding | 1 | none | 3 | acc_norm | ↑ | 0.4600 | ± | 0.0316 |
| - leaderboard_bbh_temporal_sequences | 1 | none | 3 | acc_norm | ↑ | 0.2880 | ± | 0.0287 |
| - leaderboard_bbh_tracking_shuffled_objects_five_objects | 1 | none | 3 | acc_norm | ↑ | 0.1880 | ± | 0.0248 |
| - leaderboard_bbh_tracking_shuffled_objects_seven_objects | 1 | none | 3 | acc_norm | ↑ | 0.1280 | ± | 0.0212 |
| - leaderboard_bbh_tracking_shuffled_objects_three_objects | 1 | none | 3 | acc_norm | ↑ | 0.3040 | ± | 0.0292 |
| - leaderboard_bbh_web_of_lies | 1 | none | 3 | acc_norm | ↑ | 0.4880 | ± | 0.0317 |
| - leaderboard_gpqa | N/A | |||||||
| - leaderboard_gpqa_diamond | 1 | none | 0 | acc_norm | ↑ | 0.2222 | ± | 0.0296 |
| - leaderboard_gpqa_extended | 1 | none | 0 | acc_norm | ↑ | 0.2381 | ± | 0.0182 |
| - leaderboard_gpqa_main | 1 | none | 0 | acc_norm | ↑ | 0.2478 | ± | 0.0204 |
| - leaderboard_ifeval | 3 | none | 0 | inst_level_loose_acc | ↑ | 0.1859 | ± | N/A |
| none | 0 | inst_level_strict_acc | ↑ | 0.1811 | ± | N/A | ||
| none | 0 | prompt_level_loose_acc | ↑ | 0.0906 | ± | 0.0124 | ||
| none | 0 | prompt_level_strict_acc | ↑ | 0.0832 | ± | 0.0119 | ||
| - leaderboard_math_hard | N/A | |||||||
| - leaderboard_math_algebra_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_math_counting_and_prob_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_math_geometry_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_math_intermediate_algebra_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_math_num_theory_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_math_prealgebra_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_math_precalculus_hard | 1 | none | 4 | exact_match | ↑ | 0.0000 | ± | 0 |
| - leaderboard_mmlu_pro | 0.1 | none | 5 | acc | ↑ | 0.1100 | ± | 0.0029 |
| - leaderboard_musr | N/A | |||||||
| - leaderboard_musr_murder_mysteries | 1 | none | 0 | acc_norm | ↑ | 0.5000 | ± | 0.0317 |
| - leaderboard_musr_object_placements | 1 | none | 0 | acc_norm | ↑ | 0.2930 | ± | 0.0285 |
| - leaderboard_musr_team_allocation | 1 | none | 0 | acc_norm | ↑ | 0.3720 | ± | 0.0306 |
litgpt evaluate --tasks 'hellaswag,gsm8k,truthfulqa_mc2,mmlu,winogrande,arc_challenge' --out_dir 'evaluate-1/' --batch_size 4 --dtype 'bfloat16' out/pretrain/final/
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| arc_challenge | 1 | none | 0 | acc | ↑ | 0.2048 | ± | 0.0118 |
| none | 0 | acc_norm | ↑ | 0.2372 | ± | 0.0124 | ||
| gsm8k | 3 | flexible-extract | 5 | exact_match | ↑ | 0.0091 | ± | 0.0026 |
| strict-match | 5 | exact_match | ↑ | 0.0000 | ± | 0.0000 | ||
| hellaswag | 1 | none | 0 | acc | ↑ | 0.2613 | ± | 0.0044 |
| none | 0 | acc_norm | ↑ | 0.2605 | ± | 0.0044 | ||
| mmlu | 2 | none | acc | ↑ | 0.2280 | ± | 0.0035 | |
| - humanities | 2 | none | acc | ↑ | 0.2366 | ± | 0.0062 | |
| - formal_logic | 1 | none | 0 | acc | ↑ | 0.2778 | ± | 0.0401 |
| - high_school_european_history | 1 | none | 0 | acc | ↑ | 0.2061 | ± | 0.0316 |
| - high_school_us_history | 1 | none | 0 | acc | ↑ | 0.2402 | ± | 0.0300 |
| - high_school_world_history | 1 | none | 0 | acc | ↑ | 0.2827 | ± | 0.0293 |
| - international_law | 1 | none | 0 | acc | ↑ | 0.2149 | ± | 0.0375 |
| - jurisprudence | 1 | none | 0 | acc | ↑ | 0.2315 | ± | 0.0408 |
| - logical_fallacies | 1 | none | 0 | acc | ↑ | 0.2209 | ± | 0.0326 |
| - moral_disputes | 1 | none | 0 | acc | ↑ | 0.2370 | ± | 0.0229 |
| - moral_scenarios | 1 | none | 0 | acc | ↑ | 0.2380 | ± | 0.0142 |
| - philosophy | 1 | none | 0 | acc | ↑ | 0.1833 | ± | 0.0220 |
| - prehistory | 1 | none | 0 | acc | ↑ | 0.2191 | ± | 0.0230 |
| - professional_law | 1 | none | 0 | acc | ↑ | 0.2360 | ± | 0.0108 |
| - world_religions | 1 | none | 0 | acc | ↑ | 0.3275 | ± | 0.0360 |
| - other | 2 | none | acc | ↑ | 0.2485 | ± | 0.0077 | |
| - business_ethics | 1 | none | 0 | acc | ↑ | 0.3100 | ± | 0.0465 |
| - clinical_knowledge | 1 | none | 0 | acc | ↑ | 0.2226 | ± | 0.0256 |
| - college_medicine | 1 | none | 0 | acc | ↑ | 0.2486 | ± | 0.0330 |
| - global_facts | 1 | none | 0 | acc | ↑ | 0.1700 | ± | 0.0378 |
| - human_aging | 1 | none | 0 | acc | ↑ | 0.3229 | ± | 0.0314 |
| - management | 1 | none | 0 | acc | ↑ | 0.1748 | ± | 0.0376 |
| - marketing | 1 | none | 0 | acc | ↑ | 0.3034 | ± | 0.0301 |
| - medical_genetics | 1 | none | 0 | acc | ↑ | 0.3100 | ± | 0.0465 |
| - miscellaneous | 1 | none | 0 | acc | ↑ | 0.2414 | ± | 0.0153 |
| - nutrition | 1 | none | 0 | acc | ↑ | 0.2484 | ± | 0.0247 |
| - professional_accounting | 1 | none | 0 | acc | ↑ | 0.2411 | ± | 0.0255 |
| - professional_medicine | 1 | none | 0 | acc | ↑ | 0.1838 | ± | 0.0235 |
| - virology | 1 | none | 0 | acc | ↑ | 0.2831 | ± | 0.0351 |
| - social sciences | 2 | none | acc | ↑ | 0.2158 | ± | 0.0074 | |
| - econometrics | 1 | none | 0 | acc | ↑ | 0.2368 | ± | 0.0400 |
| - high_school_geography | 1 | none | 0 | acc | ↑ | 0.1768 | ± | 0.0272 |
| - high_school_government_and_politics | 1 | none | 0 | acc | ↑ | 0.1969 | ± | 0.0287 |
| - high_school_macroeconomics | 1 | none | 0 | acc | ↑ | 0.2103 | ± | 0.0207 |
| - high_school_microeconomics | 1 | none | 0 | acc | ↑ | 0.2143 | ± | 0.0267 |
| - high_school_psychology | 1 | none | 0 | acc | ↑ | 0.1890 | ± | 0.0168 |
| - human_sexuality | 1 | none | 0 | acc | ↑ | 0.2672 | ± | 0.0388 |
| - professional_psychology | 1 | none | 0 | acc | ↑ | 0.2451 | ± | 0.0174 |
| - public_relations | 1 | none | 0 | acc | ↑ | 0.2091 | ± | 0.0390 |
| - security_studies | 1 | none | 0 | acc | ↑ | 0.1755 | ± | 0.0244 |
| - sociology | 1 | none | 0 | acc | ↑ | 0.2488 | ± | 0.0306 |
| - us_foreign_policy | 1 | none | 0 | acc | ↑ | 0.2700 | ± | 0.0446 |
| - stem | 2 | none | acc | ↑ | 0.2068 | ± | 0.0072 | |
| - abstract_algebra | 1 | none | 0 | acc | ↑ | 0.1700 | ± | 0.0378 |
| - anatomy | 1 | none | 0 | acc | ↑ | 0.1778 | ± | 0.0330 |
| - astronomy | 1 | none | 0 | acc | ↑ | 0.1842 | ± | 0.0315 |
| - college_biology | 1 | none | 0 | acc | ↑ | 0.2569 | ± | 0.0365 |
| - college_chemistry | 1 | none | 0 | acc | ↑ | 0.1900 | ± | 0.0394 |
| - college_computer_science | 1 | none | 0 | acc | ↑ | 0.2600 | ± | 0.0441 |
| - college_mathematics | 1 | none | 0 | acc | ↑ | 0.2100 | ± | 0.0409 |
| - college_physics | 1 | none | 0 | acc | ↑ | 0.2059 | ± | 0.0402 |
| - computer_security | 1 | none | 0 | acc | ↑ | 0.2400 | ± | 0.0429 |
| - conceptual_physics | 1 | none | 0 | acc | ↑ | 0.2681 | ± | 0.0290 |
| - electrical_engineering | 1 | none | 0 | acc | ↑ | 0.2345 | ± | 0.0353 |
| - elementary_mathematics | 1 | none | 0 | acc | ↑ | 0.2011 | ± | 0.0206 |
| - high_school_biology | 1 | none | 0 | acc | ↑ | 0.1839 | ± | 0.0220 |
| - high_school_chemistry | 1 | none | 0 | acc | ↑ | 0.1527 | ± | 0.0253 |
| - high_school_computer_science | 1 | none | 0 | acc | ↑ | 0.2400 | ± | 0.0429 |
| - high_school_mathematics | 1 | none | 0 | acc | ↑ | 0.2111 | ± | 0.0249 |
| - high_school_physics | 1 | none | 0 | acc | ↑ | 0.1722 | ± | 0.0308 |
| - high_school_statistics | 1 | none | 0 | acc | ↑ | 0.1667 | ± | 0.0254 |
| - machine_learning | 1 | none | 0 | acc | ↑ | 0.2768 | ± | 0.0425 |
| truthfulqa_mc2 | 2 | none | 0 | acc | ↑ | 0.4971 | ± | 0.0165 |
| winogrande | 1 | none | 0 | acc | ↑ | 0.5114 | ± | 0.0140 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.2280 | ± | 0.0035 | |
| - humanities | 2 | none | acc | ↑ | 0.2366 | ± | 0.0062 | |
| - other | 2 | none | acc | ↑ | 0.2485 | ± | 0.0077 | |
| - social sciences | 2 | none | acc | ↑ | 0.2158 | ± | 0.0074 | |
| - stem | 2 | none | acc | ↑ | 0.2068 | ± | 0.0072 |
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