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upload model weights and model card
Browse files- .gitattributes +3 -0
- README.md +105 -0
- benchmark_results_meta_pretrain.json +3 -0
- benchmark_results_zh_pretrain_multishot.json +3 -0
- config.json +3 -0
- evaluation_results.json +3 -0
- generation_config.json +3 -0
- model-00001-of-00005.safetensors +3 -0
- model-00002-of-00005.safetensors +3 -0
- model-00003-of-00005.safetensors +3 -0
- model-00004-of-00005.safetensors +3 -0
- model-00005-of-00005.safetensors +3 -0
- model.safetensors.index.json +3 -0
- special_tokens_map.json +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: llama3.1
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---
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---
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license: llama3.1
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datasets:
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- survivi/Llama-3-SynE-Dataset
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- hfl/stem_zh_instruction
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- llamafactory/alpaca_zh
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- llamafactory/alpaca_gpt4_zh
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- hfl/ruozhiba_gpt4
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- codingsteven/Llama-3-8B-chat
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language:
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- zh
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base_model:
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- meta-llama/Llama-3.1-8B-Instruct
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model-index:
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- name: Control-LLM-Llama3.1-8B-SynE-Hybrid
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results:
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- task:
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type: pretraining-evaluation
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dataset:
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type: mixed
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name: Pretraining Evaluation Dataset
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metrics:
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- name: exact_match,strict-match (meta_pretrain)
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type: exact_match
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value: 0.4677775980154236
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stderr: 0.0035271375539740195
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verified: false
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- name: exact_match,strict-match (meta_bbh_3shot_cot_pretrain)
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type: exact_match
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value: 0.6516664106896022
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stderr: 0.005904999312183116
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verified: false
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- name: acc,none (meta_mmlu_5shot_pretrain)
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type: accuracy
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value: 0.6574562028201111
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stderr: 0.004004907112115045
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verified: false
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- name: exact_match,strict-match (meta_mmlu_pro_5shot_pretrain)
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type: exact_match
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value: 0.36826795212765956
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stderr: 0.004397416024070344
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verified: false
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- task:
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type: chinese-evaluation
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dataset:
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type: mixed
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name: Chinese Evaluation Dataset
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metrics:
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- name: exact_match,strict-match (zh_pretrain_multishot)
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type: exact_match
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value: 0.4448483910891089
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stderr: 0.004279257037413458
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verified: false
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- name: acc,none (ceval-valid)
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type: accuracy
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value: 0.5891530460624071
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stderr: 0.012995719777231915
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verified: false
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- name: exact_match,strict-match (ceval-valid-pretrain-cot_zh)
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type: exact_match
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value: 0.44650817236255574
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stderr: 0.013132438471522461
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verified: false
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- name: acc,none (cmmlu)
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type: accuracy
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value: 0.578742876877914
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stderr: 0.004459355253649275
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verified: false
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- name: exact_match,strict-match (cmmlu_pretrain_cot_zh)
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type: exact_match
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value: 0.4446554999136591
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stderr: 0.004526020080338497
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verified: false
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---
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# Control-LLM-Llama3.1-8B-SynE-Hybrid
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This is a fine-tuned model of Llama-3.1-8B for muliligual-Chinese tasks on SynE dataset by Control LLM-Hybrid.
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## Evaluation Results
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Here is an overview of the evaluation results and findings:
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### Benchmark Results Table
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The table below summarizes evaluation results across Chinese tasks and original capabilities.
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| **Model** | **CEval** | **CEvalC** | **CMMLU** | **CMMLUC** | **C-Avg** | **BBH** | **MLU** | **MLUP** | **O-Avg** | **Overall** |
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|--------------------|-----------|------------|-----------|------------|-----------|---------|---------|----------|-----------|-------------|
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| Llama3.1-8B | 48.3 | 12.8 | 51.1 | 14.1 | 13.9 | 65.2 | 65.4 | 35.5 | 45.9 | 29.9 |
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| Llama-3-SynE | 57.7 | 22.3 | 57.1 | 22.8 | 22.8 | 61.9 | 64.0 | 32.6 | 42.9 | 32.9 |
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| Full Param Tune | 59.0 | 40.2 | **60.2** | 44.3 | 43.8 | 64.8 | 64.9 | 35.0 | 45.4 | 44.6 |
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| Stack Expansion | 56.0 | 32.7 | 55.2 | 33.4 | 33.3 | 62.3 | 65.6 | 35.3 | 44.8 | 39.1 |
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| Concat-Lerp* | 57.1 | 34.8 | 57.0 | 37.4 | 37.1 | 64.4 | 64.6 | 35.8 | 45.9 | 41.5 |
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| **Hybrid Expansion**| **58.9** | 44.7 | 57.9 | 44.3 | 44.4 | 65.1 | **65.7**| 36.9 | 46.8 | 45.6 |
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| **Control LLM*** | 57.0 | **44.7** | 56.0 | **44.9** | **44.8** | **68.2**| 65.6 | **37.9** | **48.5** | **46.7** |
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---
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### Explanation:
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- **CEval**: Chinese Evaluation
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- **CEvalC**: Chinese Evaluation (CoT - Chain of Thought)
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- **CMMLU**: Chinese MMLU
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- **CMMLUC**: Chinese MMLU (CoT)
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- **C-Avg**: Chinese - Size Weighted Average across CEval, CEvalC, CMMLU, and CMMLUC
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- **BBH**: BigBench Hard
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- **MLU**: MMLU (Massive Multitask Language Understanding)
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- **MLUP**: MMLU Pro
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- **O-Avg**: Original Capability - Size Weighted Average across BBH, MLU, and MLUP
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- **Overall**: Combined average across all tasks
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benchmark_results_meta_pretrain.json
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benchmark_results_zh_pretrain_multishot.json
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