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Model: togethercomputer/Llama-3.1-8B-Instruct-MoAA-SFT Source: Original Platform
2026-05-29 02:46:13 +08:00
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--- a/README.md
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+---
+library_name: transformers
+tags: []
+---
+
+
+
+
+## Model Description
+
+This is the SFT model in our Mixture of Agents Alignment (MoAA) pipeline. This model is tuned on the Llama-3.1-8b-Instruct. MoAA is an approach that leverages collective intelligence from open‑source LLMs to advance alignment.
+
+Two mains stages are involved in our MoAA method. In the first stage, we employ MoA  to produce high-quality synthetic data for supervised fine-tuning. In the second stage, we combines multiple LLMs as a reward model to provide preference annotations. 
+
+Some key takeaways of our work:
+
+
+
+- 📈**Alignment pipeline that actually works** Our MoAA method sends Llama‑3.1‑8B‑Instruct’s Arena‑Hard **19 → 48** and Gemma-2-9B-it **42→56**, handily beating GPT‑4o‑labeled sets at the time. 
+
+- 🏆**Ensembled rewards > single critics** An MoA reward model with dynamic criteria filtering edges out competitive ArmoRM on MT‑Bench & Arena‑Hard—all while staying 100 % open source. 
+
+- 🚀**Self‑improvement unlocked** Fine‑tune the strongest model inside the ensemble on MoAA data and it *surpasses its own teachers*—evidence that open models can push past proprietary ceilings without external supervision.
+
+
+## Model Sources
+
+
+For more details refer to 
+
+- **[Paper](https://arxiv.org/abs/2505.03059)**
+
+<!-- - **[twitter](https://arxiv.org/abs/2505.03059)**
+- **[blgopost](https://arxiv.org/abs/2505.03059)** -->
+
+
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+Run inference like this:
+```
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+tokenizer = AutoTokenizer.from_pretrained("togethercomputer/Llama-3.1-8B-Instruct-MoAA-SFT")
+model = AutoModelForCausalLM.from_pretrained("togethercomputer/Llama-3.1-8B-Instruct-MoAA-SFT")
+```
+
+
+## Training Data
+
+Training data are located here: https://huggingface.co/datasets/togethercomputer/MoAA-SFT. 
+We subsample from two widely-used open-source instruction tuning datasets: UltraFeedback and UltraChat. Our subsampling strategy involves utilizing the entire UltraFeedback dataset and randomly selecting 5,000 samples from UltraChat.
+We use MoA to generate responses. The proposers used in our study are WizardLM-2-8x22b, Gemma-2-7b-it, Qwen-2-72b-Instruct, and Llama-3.1-70b-Instruct, while Qwen-1.5-110b-Instruct serves as the aggregator.
+
+
+## Evaluation & Performance
+
+Refer to [Paper](https://arxiv.org/abs/2505.03059) for metrics.
+
+
+
+
+
+## Citation
+```
+@article{wang2025improving,
+title   = {Improving Model Alignment Through Collective Intelligence of Open-Source LLMS},
+author  = {Junlin Wang and Roy Xie and Shang Zhu and Jue Wang and Ben Athiwaratkun and Bhuwan Dhingra and Shuaiwen Leon Song and Ce Zhang and James Zou},
+year    = {2025},
+journal = {arXiv preprint arXiv: 2505.03059}
+}
+```
--- a/config.json
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+  "_name_or_path": "/data/junlin/SFT/llama3.1-8b-instruct-SFT-UC60k-wsys_lr_8.0e-6_g_8_e_6",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.2",
+  "use_cache": true,
+  "vocab_size": 128256
+}
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+  "transformers_version": "4.44.2"
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--- a/special_tokens_map.json
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+{
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+    "normalized": false,
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+    "single_word": false
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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--- a/tokenizer.json
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+version https://git-lfs.github.com/spec/v1
+oid sha256:79e3e522635f3171300913bb421464a87de6222182a0570b9b2ccba2a964b2b4
+size 9085657
--- a/tokenizer_config.json
+++ b/tokenizer_config.json
				`@@ -0,0 +1 @@`
				`{"framework": "pytorch", "task": "text-generation", "allow_remote": true}`