Given-MPT-7B
This is a merge of the following MPT-7B models:
- gorilla-llm/gorilla-mpt-7b-hf-v0
- ibm/mpt-7b-instruct2
- TehVenom/MPT-7b-WizardLM_Uncensored-Storywriter-Merge
- emozilla/mpt-7b-storysummarizer
- nomic-ai/gpt4all-mpt
Model License
Apache 2.0
Purpose
This model is for experimenting with merging and routing to expert layers.
Test eval on only 10% of eval set
hf-causal (pretrained=Multi-Domain-Expert-Layers/given-mpt-7b,dtype=bfloat16,trust_remote_code=True), limit: 0.1, provide_description: False, num_fewshot: 0, batch_size: None
| Task | Version | Metric | Value | Stderr | |
|---|---|---|---|---|---|
| arc_challenge | 0 | acc | 0.4274 | ± | 0.0459 |
| acc_norm | 0.3846 | ± | 0.0452 | ||
| arc_easy | 0 | acc | 0.7863 | ± | 0.0381 |
| acc_norm | 0.7350 | ± | 0.0410 | ||
| hellaswag | 0 | acc | 0.5556 | ± | 0.0461 |
| acc_norm | 0.8120 | ± | 0.0363 | ||
| hendrycksTest-college_chemistry | 0 | acc | 0.3600 | ± | 0.0482 |
| acc_norm | 0.3700 | ± | 0.0485 | ||
| hendrycksTest-college_computer_science | 0 | acc | 0.3400 | ± | 0.0476 |
| acc_norm | 0.3600 | ± | 0.0482 | ||
| hendrycksTest-college_mathematics | 0 | acc | 0.2500 | ± | 0.0435 |
| acc_norm | 0.2900 | ± | 0.0456 | ||
| hendrycksTest-college_medicine | 0 | acc | 0.3675 | ± | 0.0448 |
| acc_norm | 0.3162 | ± | 0.0432 | ||
| hendrycksTest-college_physics | 0 | acc | 0.2451 | ± | 0.0428 |
| acc_norm | 0.2941 | ± | 0.0453 | ||
| hendrycksTest-computer_security | 0 | acc | 0.4800 | ± | 0.0502 |
| acc_norm | 0.4400 | ± | 0.0499 | ||
| hendrycksTest-conceptual_physics | 0 | acc | 0.2051 | ± | 0.0375 |
| acc_norm | 0.1709 | ± | 0.0350 | ||
| hendrycksTest-econometrics | 0 | acc | 0.2982 | ± | 0.0430 |
| acc_norm | 0.2368 | ± | 0.0400 | ||
| hendrycksTest-electrical_engineering | 0 | acc | 0.3248 | ± | 0.0435 |
| acc_norm | 0.3590 | ± | 0.0445 | ||
| hendrycksTest-elementary_mathematics | 0 | acc | 0.3333 | ± | 0.0438 |
| acc_norm | 0.3162 | ± | 0.0432 | ||
| hendrycksTest-formal_logic | 0 | acc | 0.3077 | ± | 0.0429 |
| acc_norm | 0.3248 | ± | 0.0435 | ||
| hendrycksTest-global_facts | 0 | acc | 0.3000 | ± | 0.0461 |
| acc_norm | 0.2700 | ± | 0.0446 | ||
| hendrycksTest-high_school_biology | 0 | acc | 0.3675 | ± | 0.0448 |
| acc_norm | 0.3077 | ± | 0.0429 | ||
| hendrycksTest-high_school_chemistry | 0 | acc | 0.2564 | ± | 0.0405 |
| acc_norm | 0.2906 | ± | 0.0422 | ||
| hendrycksTest-high_school_computer_science | 0 | acc | 0.4100 | ± | 0.0494 |
| acc_norm | 0.4400 | ± | 0.0499 | ||
| hendrycksTest-high_school_european_history | 0 | acc | 0.4359 | ± | 0.0460 |
| acc_norm | 0.3590 | ± | 0.0445 | ||
| hendrycksTest-high_school_geography | 0 | acc | 0.3248 | ± | 0.0435 |
| acc_norm | 0.3675 | ± | 0.0448 | ||
| hendrycksTest-high_school_government_and_politics | 0 | acc | 0.3932 | ± | 0.0454 |
| acc_norm | 0.3932 | ± | 0.0454 | ||
| hendrycksTest-high_school_macroeconomics | 0 | acc | 0.3333 | ± | 0.0438 |
| acc_norm | 0.3248 | ± | 0.0435 | ||
| hendrycksTest-high_school_mathematics | 0 | acc | 0.2051 | ± | 0.0375 |
| acc_norm | 0.2564 | ± | 0.0405 | ||
| hendrycksTest-high_school_microeconomics | 0 | acc | 0.3504 | ± | 0.0443 |
| acc_norm | 0.4188 | ± | 0.0458 | ||
| hendrycksTest-high_school_physics | 0 | acc | 0.2650 | ± | 0.0410 |
| acc_norm | 0.2906 | ± | 0.0422 | ||
| hendrycksTest-high_school_psychology | 0 | acc | 0.3761 | ± | 0.0450 |
| acc_norm | 0.3419 | ± | 0.0440 | ||
| hendrycksTest-high_school_statistics | 0 | acc | 0.3077 | ± | 0.0429 |
| acc_norm | 0.3504 | ± | 0.0443 | ||
| hendrycksTest-high_school_us_history | 0 | acc | 0.3333 | ± | 0.0438 |
| acc_norm | 0.3333 | ± | 0.0438 | ||
| hendrycksTest-high_school_world_history | 0 | acc | 0.3333 | ± | 0.0438 |
| acc_norm | 0.3419 | ± | 0.0440 | ||
| hendrycksTest-human_aging | 0 | acc | 0.3761 | ± | 0.0450 |
| acc_norm | 0.3162 | ± | 0.0432 | ||
| hendrycksTest-human_sexuality | 0 | acc | 0.4274 | ± | 0.0459 |
| acc_norm | 0.3761 | ± | 0.0450 | ||
| hendrycksTest-international_law | 0 | acc | 0.4188 | ± | 0.0458 |
| acc_norm | 0.4957 | ± | 0.0464 | ||
| hendrycksTest-jurisprudence | 0 | acc | 0.3148 | ± | 0.0449 |
| acc_norm | 0.4815 | ± | 0.0483 | ||
| hendrycksTest-logical_fallacies | 0 | acc | 0.3504 | ± | 0.0443 |
| acc_norm | 0.3675 | ± | 0.0448 | ||
| hendrycksTest-machine_learning | 0 | acc | 0.3214 | ± | 0.0443 |
| acc_norm | 0.2946 | ± | 0.0433 | ||
| hendrycksTest-management | 0 | acc | 0.3786 | ± | 0.0480 |
| acc_norm | 0.3495 | ± | 0.0472 | ||
| hendrycksTest-marketing | 0 | acc | 0.5043 | ± | 0.0464 |
| acc_norm | 0.4188 | ± | 0.0458 | ||
| hendrycksTest-medical_genetics | 0 | acc | 0.3200 | ± | 0.0469 |
| acc_norm | 0.4100 | ± | 0.0494 | ||
| hendrycksTest-miscellaneous | 0 | acc | 0.5299 | ± | 0.0463 |
| acc_norm | 0.4872 | ± | 0.0464 | ||
| hendrycksTest-moral_disputes | 0 | acc | 0.3248 | ± | 0.0435 |
| acc_norm | 0.3162 | ± | 0.0432 | ||
| hendrycksTest-moral_scenarios | 0 | acc | 0.3248 | ± | 0.0435 |
| acc_norm | 0.2479 | ± | 0.0401 | ||
| hendrycksTest-nutrition | 0 | acc | 0.3675 | ± | 0.0448 |
| acc_norm | 0.3932 | ± | 0.0454 | ||
| hendrycksTest-philosophy | 0 | acc | 0.2991 | ± | 0.0425 |
| acc_norm | 0.3504 | ± | 0.0443 | ||
| hendrycksTest-prehistory | 0 | acc | 0.2821 | ± | 0.0418 |
| acc_norm | 0.3248 | ± | 0.0435 | ||
| hendrycksTest-professional_accounting | 0 | acc | 0.2137 | ± | 0.0381 |
| acc_norm | 0.2222 | ± | 0.0386 | ||
| hendrycksTest-professional_law | 0 | acc | 0.3077 | ± | 0.0429 |
| acc_norm | 0.2735 | ± | 0.0414 | ||
| hendrycksTest-professional_medicine | 0 | acc | 0.2991 | ± | 0.0425 |
| acc_norm | 0.2650 | ± | 0.0410 | ||
| hendrycksTest-professional_psychology | 0 | acc | 0.3248 | ± | 0.0435 |
| acc_norm | 0.3419 | ± | 0.0440 | ||
| hendrycksTest-public_relations | 0 | acc | 0.3909 | ± | 0.0467 |
| acc_norm | 0.3545 | ± | 0.0458 | ||
| hendrycksTest-security_studies | 0 | acc | 0.3419 | ± | 0.0440 |
| acc_norm | 0.2906 | ± | 0.0422 | ||
| hendrycksTest-sociology | 0 | acc | 0.3761 | ± | 0.0450 |
| acc_norm | 0.3162 | ± | 0.0432 | ||
| hendrycksTest-us_foreign_policy | 0 | acc | 0.5000 | ± | 0.0503 |
| acc_norm | 0.4100 | ± | 0.0494 | ||
| hendrycksTest-virology | 0 | acc | 0.3932 | ± | 0.0454 |
| acc_norm | 0.3248 | ± | 0.0435 | ||
| hendrycksTest-world_religions | 0 | acc | 0.5299 | ± | 0.0463 |
| acc_norm | 0.5128 | ± | 0.0464 | ||
| truthfulqa_gen | 1 | bleurt_max | -0.8551 | ± | 0.0501 |
| bleurt_acc | 0.3590 | ± | 0.0445 | ||
| bleurt_diff | -0.1292 | ± | 0.0483 | ||
| bleu_max | 19.3738 | ± | 1.8461 | ||
| bleu_acc | 0.3932 | ± | 0.0454 | ||
| bleu_diff | -4.3883 | ± | 2.1748 | ||
| rouge1_max | 41.8428 | ± | 2.6156 | ||
| rouge1_acc | 0.3162 | ± | 0.0432 | ||
| rouge1_diff | -8.8583 | ± | 2.7745 | ||
| rouge2_max | 26.3956 | ± | 2.8311 | ||
| rouge2_acc | 0.2137 | ± | 0.0381 | ||
| rouge2_diff | -9.5287 | ± | 3.3258 | ||
| rougeL_max | 39.5215 | ± | 2.5620 | ||
| rougeL_acc | 0.3162 | ± | 0.0432 | ||
| rougeL_diff | -8.5753 | ± | 2.8259 |
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