Add library_name, robotics tag, Github link
#1
by
nielsr
HF staff
- opened
README.md
CHANGED
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---
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license: apache-2.0
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tags:
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- nlp
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- agent
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language:
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- en
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pipeline_tag: text-generation
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---
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# ALFWorld-MPO
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This model is a fine-tuned version of Llama-3.1-8B-Instruct on the [alfworld-metaplan-preference-pairs](https://huggingface.co/datasets/xwm/Meta_Plan_Optimization/blob/main/alfworld_metaplan_preference_pairs.json) dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8390
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- Rewards/chosen: -0.5836
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- Pytorch 2.5.1+cu124
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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---
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language:
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- en
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license: apache-2.0
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library_name: transformers
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pipeline_tag: robotics
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tags:
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- nlp
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- agent
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---
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# ALFWorld-MPO
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This model is a fine-tuned version of Llama-3.1-8B-Instruct on the [alfworld-metaplan-preference-pairs](https://huggingface.co/datasets/xwm/Meta_Plan_Optimization/blob/main/alfworld_metaplan_preference_pairs.json) dataset as described in [MPO: Boosting LLM Agents with Meta Plan Optimization](https://hf.co/papers/2503.02682).
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It achieves the following results on the evaluation set:
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- Loss: 0.8390
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- Rewards/chosen: -0.5836
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- Pytorch 2.5.1+cu124
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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## Code
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[https://github.com/WeiminXiong/MPO](https://github.com/WeiminXiong/MPO)
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# File information
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The repository contains the following file information:
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Filename: tokenizer.json
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Content: "Content of the file is larger than 50 KB, too long to display."
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Filename: all_results.json
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Content: {
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"epoch": 3.0,
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"eval_logits/chosen": -0.33491453528404236,
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"eval_logits/rejected": -0.3404884338378906,
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"eval_logps/chosen": -12.90090274810791,
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"eval_logps/rejected": -19.88900375366211,
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"eval_loss": 0.8390035629272461,
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"eval_rewards/accuracies": 0.6317567825317383,
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"eval_rewards/chosen": -0.5836451649665833,
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"eval_rewards/margins": 0.680999755859375,
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"eval_rewards/rejected": -1.2646448612213135,
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"eval_runtime": 29.3135,
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"eval_samples_per_second": 10.098,
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"eval_steps_per_second": 2.524,
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"total_flos": 11469721436160.0,
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"train_loss": 0.693384567896525,
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"train_runtime": 1185.9878,
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"train_samples_per_second": 6.716,
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"train_steps_per_second": 0.21
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}
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Filename: model.safetensors.index.json
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Content: {
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"metadata": {
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"total_size": 16060522496
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