tangled-llama-109m-32k-base-v0.1
A pretrained language model based on the Llama model with about 109M 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 | ↑ | 0.5680 | ± | 0.0314 |
| - leaderboard_bbh_causal_judgement | 1 | none | 3 | acc_norm | ↑ | 0.5294 | ± | 0.0366 |
| - leaderboard_bbh_date_understanding | 1 | none | 3 | acc_norm | ↑ | 0.1880 | ± | 0.0248 |
| - leaderboard_bbh_disambiguation_qa | 1 | none | 3 | acc_norm | ↑ | 0.3240 | ± | 0.0297 |
| - leaderboard_bbh_formal_fallacies | 1 | none | 3 | acc_norm | ↑ | 0.4720 | ± | 0.0316 |
| - leaderboard_bbh_geometric_shapes | 1 | none | 3 | acc_norm | ↑ | 0.0280 | ± | 0.0105 |
| - leaderboard_bbh_hyperbaton | 1 | none | 3 | acc_norm | ↑ | 0.5160 | ± | 0.0317 |
| - leaderboard_bbh_logical_deduction_five_objects | 1 | none | 3 | acc_norm | ↑ | 0.1760 | ± | 0.0241 |
| - leaderboard_bbh_logical_deduction_seven_objects | 1 | none | 3 | acc_norm | ↑ | 0.1360 | ± | 0.0217 |
| - leaderboard_bbh_logical_deduction_three_objects | 1 | none | 3 | acc_norm | ↑ | 0.3480 | ± | 0.0302 |
| - leaderboard_bbh_movie_recommendation | 1 | none | 3 | acc_norm | ↑ | 0.2280 | ± | 0.0266 |
| - leaderboard_bbh_navigate | 1 | none | 3 | acc_norm | ↑ | 0.4800 | ± | 0.0317 |
| - leaderboard_bbh_object_counting | 1 | none | 3 | acc_norm | ↑ | 0.0640 | ± | 0.0155 |
| - leaderboard_bbh_penguins_in_a_table | 1 | none | 3 | acc_norm | ↑ | 0.2329 | ± | 0.0351 |
| - leaderboard_bbh_reasoning_about_colored_objects | 1 | none | 3 | acc_norm | ↑ | 0.1240 | ± | 0.0209 |
| - leaderboard_bbh_ruin_names | 1 | none | 3 | acc_norm | ↑ | 0.2400 | ± | 0.0271 |
| - leaderboard_bbh_salient_translation_error_detection | 1 | none | 3 | acc_norm | ↑ | 0.1560 | ± | 0.0230 |
| - leaderboard_bbh_snarks | 1 | none | 3 | acc_norm | ↑ | 0.4607 | ± | 0.0375 |
| - leaderboard_bbh_sports_understanding | 1 | none | 3 | acc_norm | ↑ | 0.4560 | ± | 0.0316 |
| - leaderboard_bbh_temporal_sequences | 1 | none | 3 | acc_norm | ↑ | 0.2320 | ± | 0.0268 |
| - leaderboard_bbh_tracking_shuffled_objects_five_objects | 1 | none | 3 | acc_norm | ↑ | 0.2000 | ± | 0.0253 |
| - leaderboard_bbh_tracking_shuffled_objects_seven_objects | 1 | none | 3 | acc_norm | ↑ | 0.1520 | ± | 0.0228 |
| - leaderboard_bbh_tracking_shuffled_objects_three_objects | 1 | none | 3 | acc_norm | ↑ | 0.3160 | ± | 0.0295 |
| - leaderboard_bbh_web_of_lies | 1 | none | 3 | acc_norm | ↑ | 0.5040 | ± | 0.0317 |
| - leaderboard_gpqa | N/A | |||||||
| - leaderboard_gpqa_diamond | 1 | none | 0 | acc_norm | ↑ | 0.1919 | ± | 0.0281 |
| - leaderboard_gpqa_extended | 1 | none | 0 | acc_norm | ↑ | 0.2747 | ± | 0.0191 |
| - leaderboard_gpqa_main | 1 | none | 0 | acc_norm | ↑ | 0.2589 | ± | 0.0207 |
| - leaderboard_ifeval | 3 | none | 0 | inst_level_loose_acc | ↑ | 0.2002 | ± | N/A |
| none | 0 | inst_level_strict_acc | ↑ | 0.1871 | ± | N/A | ||
| none | 0 | prompt_level_loose_acc | ↑ | 0.1072 | ± | 0.0133 | ||
| none | 0 | prompt_level_strict_acc | ↑ | 0.0998 | ± | 0.0129 | ||
| - 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 | ↑ | 0.1096 | ± | 0.0028 |
| - leaderboard_musr | N/A | |||||||
| - leaderboard_musr_murder_mysteries | 1 | none | 0 | acc_norm | ↑ | 0.4800 | ± | 0.0317 |
| - leaderboard_musr_object_placements | 1 | none | 0 | acc_norm | ↑ | 0.2930 | ± | 0.0285 |
| - leaderboard_musr_team_allocation | 1 | none | 0 | acc_norm | ↑ | 0.3360 | ± | 0.0299 |
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 | ↑ | 0.2082 | ± | 0.0119 |
| none | 0 | acc_norm | ↑ | 0.2474 | ± | 0.0126 | ||
| gsm8k | 3 | flexible-extract | 5 | exact_match | ↑ | 0.0106 | ± | 0.0028 |
| strict-match | 5 | exact_match | ↑ | 0.0008 | ± | 0.0008 | ||
| hellaswag | 1 | none | 0 | acc | ↑ | 0.2766 | ± | 0.0045 |
| none | 0 | acc_norm | ↑ | 0.2926 | ± | 0.0045 | ||
| mmlu | 2 | none | acc | ↑ | 0.2349 | ± | 0.0036 | |
| - humanities | 2 | none | acc | ↑ | 0.2461 | ± | 0.0063 | |
| - formal_logic | 1 | none | 0 | acc | ↑ | 0.2698 | ± | 0.0397 |
| - high_school_european_history | 1 | none | 0 | acc | ↑ | 0.2000 | ± | 0.0312 |
| - high_school_us_history | 1 | none | 0 | acc | ↑ | 0.2549 | ± | 0.0306 |
| - high_school_world_history | 1 | none | 0 | acc | ↑ | 0.2616 | ± | 0.0286 |
| - international_law | 1 | none | 0 | acc | ↑ | 0.2479 | ± | 0.0394 |
| - jurisprudence | 1 | none | 0 | acc | ↑ | 0.2593 | ± | 0.0424 |
| - logical_fallacies | 1 | none | 0 | acc | ↑ | 0.2638 | ± | 0.0346 |
| - moral_disputes | 1 | none | 0 | acc | ↑ | 0.2457 | ± | 0.0232 |
| - moral_scenarios | 1 | none | 0 | acc | ↑ | 0.2458 | ± | 0.0144 |
| - philosophy | 1 | none | 0 | acc | ↑ | 0.1833 | ± | 0.0220 |
| - prehistory | 1 | none | 0 | acc | ↑ | 0.2315 | ± | 0.0235 |
| - professional_law | 1 | none | 0 | acc | ↑ | 0.2503 | ± | 0.0111 |
| - world_religions | 1 | none | 0 | acc | ↑ | 0.3216 | ± | 0.0358 |
| - other | 2 | none | acc | ↑ | 0.2391 | ± | 0.0076 | |
| - business_ethics | 1 | none | 0 | acc | ↑ | 0.2900 | ± | 0.0456 |
| - clinical_knowledge | 1 | none | 0 | acc | ↑ | 0.2377 | ± | 0.0262 |
| - college_medicine | 1 | none | 0 | acc | ↑ | 0.2197 | ± | 0.0316 |
| - global_facts | 1 | none | 0 | acc | ↑ | 0.2100 | ± | 0.0409 |
| - human_aging | 1 | none | 0 | acc | ↑ | 0.2960 | ± | 0.0306 |
| - management | 1 | none | 0 | acc | ↑ | 0.1748 | ± | 0.0376 |
| - marketing | 1 | none | 0 | acc | ↑ | 0.2949 | ± | 0.0299 |
| - medical_genetics | 1 | none | 0 | acc | ↑ | 0.2700 | ± | 0.0446 |
| - miscellaneous | 1 | none | 0 | acc | ↑ | 0.2222 | ± | 0.0149 |
| - nutrition | 1 | none | 0 | acc | ↑ | 0.2092 | ± | 0.0233 |
| - professional_accounting | 1 | none | 0 | acc | ↑ | 0.2518 | ± | 0.0259 |
| - professional_medicine | 1 | none | 0 | acc | ↑ | 0.1949 | ± | 0.0241 |
| - virology | 1 | none | 0 | acc | ↑ | 0.3012 | ± | 0.0357 |
| - social sciences | 2 | none | acc | ↑ | 0.2246 | ± | 0.0075 | |
| - econometrics | 1 | none | 0 | acc | ↑ | 0.2807 | ± | 0.0423 |
| - high_school_geography | 1 | none | 0 | acc | ↑ | 0.1818 | ± | 0.0275 |
| - high_school_government_and_politics | 1 | none | 0 | acc | ↑ | 0.2176 | ± | 0.0298 |
| - high_school_macroeconomics | 1 | none | 0 | acc | ↑ | 0.2179 | ± | 0.0209 |
| - high_school_microeconomics | 1 | none | 0 | acc | ↑ | 0.2101 | ± | 0.0265 |
| - high_school_psychology | 1 | none | 0 | acc | ↑ | 0.2000 | ± | 0.0171 |
| - human_sexuality | 1 | none | 0 | acc | ↑ | 0.2519 | ± | 0.0381 |
| - professional_psychology | 1 | none | 0 | acc | ↑ | 0.2516 | ± | 0.0176 |
| - public_relations | 1 | none | 0 | acc | ↑ | 0.2182 | ± | 0.0396 |
| - security_studies | 1 | none | 0 | acc | ↑ | 0.1959 | ± | 0.0254 |
| - sociology | 1 | none | 0 | acc | ↑ | 0.2488 | ± | 0.0306 |
| - us_foreign_policy | 1 | none | 0 | acc | ↑ | 0.2800 | ± | 0.0451 |
| - stem | 2 | none | acc | ↑ | 0.2239 | ± | 0.0074 | |
| - abstract_algebra | 1 | none | 0 | acc | ↑ | 0.1800 | ± | 0.0386 |
| - anatomy | 1 | none | 0 | acc | ↑ | 0.1778 | ± | 0.0330 |
| - astronomy | 1 | none | 0 | acc | ↑ | 0.1974 | ± | 0.0324 |
| - college_biology | 1 | none | 0 | acc | ↑ | 0.2569 | ± | 0.0365 |
| - college_chemistry | 1 | none | 0 | acc | ↑ | 0.2400 | ± | 0.0429 |
| - college_computer_science | 1 | none | 0 | acc | ↑ | 0.2400 | ± | 0.0429 |
| - college_mathematics | 1 | none | 0 | acc | ↑ | 0.2400 | ± | 0.0429 |
| - college_physics | 1 | none | 0 | acc | ↑ | 0.2255 | ± | 0.0416 |
| - computer_security | 1 | none | 0 | acc | ↑ | 0.2700 | ± | 0.0446 |
| - conceptual_physics | 1 | none | 0 | acc | ↑ | 0.2468 | ± | 0.0282 |
| - electrical_engineering | 1 | none | 0 | acc | ↑ | 0.2552 | ± | 0.0363 |
| - elementary_mathematics | 1 | none | 0 | acc | ↑ | 0.2407 | ± | 0.0220 |
| - high_school_biology | 1 | none | 0 | acc | ↑ | 0.1710 | ± | 0.0214 |
| - high_school_chemistry | 1 | none | 0 | acc | ↑ | 0.1724 | ± | 0.0266 |
| - high_school_computer_science | 1 | none | 0 | acc | ↑ | 0.2600 | ± | 0.0441 |
| - high_school_mathematics | 1 | none | 0 | acc | ↑ | 0.2519 | ± | 0.0265 |
| - high_school_physics | 1 | none | 0 | acc | ↑ | 0.1457 | ± | 0.0288 |
| - high_school_statistics | 1 | none | 0 | acc | ↑ | 0.2083 | ± | 0.0277 |
| - machine_learning | 1 | none | 0 | acc | ↑ | 0.3571 | ± | 0.0455 |
| truthfulqa_mc2 | 2 | none | 0 | acc | ↑ | 0.4506 | ± | 0.0161 |
| winogrande | 1 | none | 0 | acc | ↑ | 0.5288 | ± | 0.0140 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.2349 | ± | 0.0036 | |
| - humanities | 2 | none | acc | ↑ | 0.2461 | ± | 0.0063 | |
| - other | 2 | none | acc | ↑ | 0.2391 | ± | 0.0076 | |
| - social sciences | 2 | none | acc | ↑ | 0.2246 | ± | 0.0075 | |
| - stem | 2 | none | acc | ↑ | 0.2239 | ± | 0.0074 |
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