初始化项目，由ModelHub XC社区提供模型
Model: kevinpro/MistralMathOctopus-7B Source: Original Platform
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README.md
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---
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license: apache-2.0
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metrics:
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- accuracy
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pipeline_tag: text-generation
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tags:
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- multilingual
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---
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## MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization
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**🔥Our paper**
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https://arxiv.org/abs/2401.06838
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**🔥Github Project**
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https://github.com/NJUNLP/MAPO
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**🔥Open Multilingual Reasoning Leaderboard**
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https://huggingface.co/spaces/kevinpro/Open-Multilingual-Reasoning-Leaderboard
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## Benchmarks
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| System | [MSVAMP](https://huggingface.co/datasets/Mathoctopus/MSVAMP) | [MGSM](https://huggingface.co/datasets/juletxara/mgsm) | [MNumGLUESub](https://huggingface.co/datasets/Mathoctopus/MSVAMP) |
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| ------ | :-------------------------------------------------------------: | :------------------------------------------------------: | :-------------------------------------------------------------: |
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| GPT-3.5-Turbo | 46.6 | 42.2 | 49.4 |
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| [MAmmoTH 7B](https://huggingface.co/TIGER-Lab/MAmmoTH-7B) | 26.3 | 21.3 | 24.2 |
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| [WizardMath 7B](https://huggingface.co/WizardLM/WizardMath-7B-V1.1) | 32.5 | 23.0 | 28.7 |
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| [MetaMath 7B](https://huggingface.co/meta-math/MetaMath-7B-V1.0) | 46.2 | 37.0 | 43.2 |
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| [QAlign 7B](https://huggingface.co/Wenhao97/QAlign-MetaMathQA-7B) | 57.2 | 49.6 | - |
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| [MathOctopus 7B](https://huggingface.co/Mathoctopus/Parallel_7B) | 41.2 | 39.5 | 37.1 |
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| **[+ MAPO-DPO(ours)🔥](https://huggingface.co/kevinpro/MathOctopus-MAPO-DPO-7B)** | **57.4** | **41.6** | **50.4** |
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| [MetaMathOctopus 7B](https://huggingface.co/kevinpro/MetaMathOctopus-7B) | 53.0 | 45.5 | 39.2 |
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| **[+ MAPO-DPO(ours) 👑](https://huggingface.co/kevinpro/MetaMathOctopus-MAPO-DPO-7B)** | **64.7** | **51.6** | **52.9** |
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| [MistralMathOctopus 7B](https://huggingface.co/kevinpro/MistralMathOctopus-7B) | 59.0 | 58.0 | 56.8 |
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| **[+ MAPO-DPO(ours) 👑](https://huggingface.co/kevinpro/MistralMathOctopus-MAPO-DPO-7B)** | **74.6** | **67.3** | **70.0** |
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| System | [MSVAMP](https://huggingface.co/datasets/Mathoctopus/MSVAMP) | [MGSM](https://huggingface.co/datasets/juletxara/mgsm) | [MNumGLUESub](https://huggingface.co/datasets/Mathoctopus/MSVAMP) |
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| ------ | :-------------------------------------------------------------: | :------------------------------------------------------: | :-------------------------------------------------------------: |
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| GPT-3.5-Turbo | 46.6 | 42.2 | 49.4 |
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| [MAmmoTH 13B](https://huggingface.co/TIGER-Lab/MAmmoTH-13B) | 38.6 | 28.9 | 29.5 |
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| [WizardMath 13B](https://huggingface.co/WizardLM/WizardMath-13B-V1.1) | 35.7 | 28.3 | 29.0 |
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| [MetaMath 13B](https://huggingface.co/meta-math/MetaMath-13B-V1.0) | 46.2 | 43.9 | 43.3 |
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| [QAlign 13B](https://huggingface.co/Wenhao97/QAlign-MetaMathQA-13B) | 62.6 | 57.1 | - |
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| [MathOctopus 13B](https://huggingface.co/Mathoctopus/Parallel_13B) | 51.8 | 46.0 | 40.3 |
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| **[+ MAPO-DPO(ours)🔥](https://huggingface.co/kevinpro/MathOctopus-MAPO-DPO-13B)** | **60.1** | **48.5** | **53.8** |
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| [MetaMathOctopus 13B](https://huggingface.co/kevinpro/MetaMathOctopus-13B) | 56.3 | 51.4 | 49.5 |
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| **[+ MAPO-DPO(ours) 👑](https://huggingface.co/kevinpro/MetaMathOctopus-MAPO-DPO-13B)** | **67.0** | **58.0** | **59.8** |
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## Citation
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If you find this model helpful, feel free to cite our paper:
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```
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@misc{she2024mapo,
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title={MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization},
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author={Shuaijie She and Wei Zou and Shujian Huang and Wenhao Zhu and Xiang Liu and Xiang Geng and Jiajun Chen},
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year={2024},
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eprint={2401.06838},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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"model.layers.8.post_attention_layernorm.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.8.self_attn.k_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.8.self_attn.o_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.8.self_attn.q_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.8.self_attn.v_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.input_layernorm.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.mlp.down_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.mlp.gate_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.mlp.up_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.post_attention_layernorm.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.self_attn.k_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.self_attn.o_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00002-of-00006.safetensors",
|
||||
"model.norm.weight": "model-00006-of-00006.safetensors"
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:3bc790bb3ee2ed6b33cfd4a0d9e13030e75d0d0d8ab03ced085766297afb2efa
|
||||
size 777017
|
||||
30
special_tokens_map.json
Normal file
30
special_tokens_map.json
Normal file
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "[PAD]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
Binary file not shown.
52
tokenizer_config.json
Normal file
52
tokenizer_config.json
Normal file
@@ -0,0 +1,52 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"add_prefix_space": true,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"32000": {
|
||||
"content": "[PAD]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [],
|
||||
"bos_token": "<s>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 512,
|
||||
"pad_token": "[PAD]",
|
||||
"padding_side": "right",
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": true
|
||||
}
|
||||
25650
trainer_state.json
Normal file
25650
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:bb22a0c46313048bb709a75ec45f1fbdfacf83ef52f828cf0cf4e936a682a31e
|
||||
size 5176
|
||||
Reference in New Issue
Block a user