初始化项目，由ModelHub XC社区提供模型

Model: OpenMOSS-Team/SciJudge-30B
Source: Original Platform

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README.md

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+---
+language:
+- en
+license: apache-2.0
+base_model: Qwen/Qwen3-30B-A3B-Instruct-2507
+datasets:
+- OpenMOSS-Team/SciJudgeBench
+tags:
+- scientific-taste
+- GRPO
+pipeline_tag: text-generation
+library_name: transformers
+---
+
+# SciJudge-30B
+
+> **Update:** A newer release is available at [SciJudge-30B-2605](https://huggingface.co/OpenMOSS-Team/SciJudge-30B-2605). We recommend using the newer release for current experiments and comparisons.
+
+SciJudge-30B is a Qwen3-30B-A3B-Instruct-2507 MoE model fine-tuned for scientific paper evaluation. Given two papers' titles, abstracts, and publication dates, it predicts which paper has higher citation impact.
+
+This model is part of [AI Can Learn Scientific Taste](https://arxiv.org/abs/2603.14473). The benchmark dataset is [SciJudgeBench](https://huggingface.co/datasets/OpenMOSS-Team/SciJudgeBench).
+
+Resources: [Project page](https://tongjingqi.github.io/AI-Can-Learn-Scientific-Taste/) and [GitHub repository](https://github.com/tongjingqi/AI-Can-Learn-Scientific-Taste).
+
+## Usage
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "OpenMOSS-Team/SciJudge-30B"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype=torch.bfloat16,
+    device_map="auto",
+)
+
+messages = [
+    {"role": "system", "content": "You are a helpful assistant. You first think about the reasoning process in your mind and then provide the user with the answer."},
+    {"role": "user", "content": "Today is 2025-12-10. Based on the titles, abstracts, and publication dates of the following two papers A and B, determine which paper has a higher citation count.\nShow your reasoning process in <reason> </reason> tags. And return the final answer in <answer> </answer> tags. The final answer should contain only 'A' or 'B'.\n\nPaper A:\nTitle: ...\nAbstract: ...\nDate: ...\n\nPaper B:\nTitle: ...\nAbstract: ...\nDate: ..."}
+]
+
+text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+inputs = tokenizer(text, return_tensors="pt").to(model.device)
+outputs = model.generate(**inputs, max_new_tokens=2048, temperature=0.7, top_p=0.8, top_k=20)
+response = tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:], skip_special_tokens=True)
+print(response)
+```
+
+## Training Details
+
+- **Base model:** [Qwen/Qwen3-30B-A3B-Instruct-2507](https://huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507)
+- **Training method:** GRPO with DAPO loss
+- **Reward:** external preference reward for citation-based pairwise judgment
+- **Precision:** bfloat16
+- **KL coefficient:** 0.03
+
+## Citation
+
+```bibtex
+@misc{tong2026ailearnscientifictaste,
+      title={AI Can Learn Scientific Taste}, 
+      author={Jingqi Tong and Mingzhe Li and Hangcheng Li and Yongzhuo Yang and Yurong Mou and Weijie Ma and Zhiheng Xi and Hongji Chen and Xiaoran Liu and Qinyuan Cheng and Ming Zhang and Qiguang Chen and Weifeng Ge and Qipeng Guo and Tianlei Ying and Tianxiang Sun and Yining Zheng and Xinchi Chen and Jun Zhao and Ning Ding and Xuanjing Huang and Yugang Jiang and Xipeng Qiu},
+      year={2026},
+      eprint={2603.14473},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2603.14473}, 
+}
+```

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+  "tensorboard_queue_size": 50,
+  "log_timers_to_tensorboard": true,
+  "no_log_learning_rate_to_tensorboard": false,
+  "log_validation_ppl_to_tensorboard": true,
+  "log_memory_to_tensorboard": true,
+  "logging_level": null,
+  "wandb_project": null,
+  "wandb_exp_name": null,
+  "wandb_save_dir": null,
+  "eval_iters": -1,
+  "eval_interval": 250,
+  "seq_length": 2048,
+  "num_workers": 8,
+  "megatron_extra_kwargs": {},
+  "add_version": true,
+  "rank": 0,
+  "global_world_size": 64,
+  "local_world_size": 8,
+  "model_suffix": "Qwen3-30B-A3B-Instruct-2507",
+  "model_info": "ModelInfo(model_type='qwen3_nothinking', model_dir='/inspire/ssd/project/embodied-multimodality/limingzhe-CZXS25250069/ResearchPM/models/Qwen3-30B-A3B-Instruct-2507', torch_dtype=torch.bfloat16, max_model_len=262144, quant_method=None, quant_bits=None, rope_scaling=None, is_moe_model=True, is_multimodal=False, config=None, task_type='causal_lm', num_labels=None)",
+  "model_meta": "ModelMeta(model_type='qwen3_nothinking', model_groups=[ModelGroup(models=[Model(ms_model_id='Qwen/Qwen3-30B-A3B-Instruct-2507', hf_model_id='Qwen/Qwen3-30B-A3B-Instruct-2507', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-30B-A3B-Instruct-2507-FP8', hf_model_id='Qwen/Qwen3-30B-A3B-Instruct-2507-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-235B-A22B-Instruct-2507', hf_model_id='Qwen/Qwen3-235B-A22B-Instruct-2507', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-235B-A22B-Instruct-2507-FP8', hf_model_id='Qwen/Qwen3-235B-A22B-Instruct-2507-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='swift/Qwen3-235B-A22B-Instruct-2507-AWQ', hf_model_id=None, model_path=None, ms_revision=None, hf_revision=None)], ignore_patterns=None, requires=None, tags=[]), ModelGroup(models=[Model(ms_model_id='Qwen/Qwen3-4B-Instruct-2507', hf_model_id='Qwen/Qwen3-4B-Instruct-2507', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-4B-Instruct-2507-FP8', hf_model_id='Qwen/Qwen3-4B-Instruct-2507-FP8', model_path=None, ms_revision=None, hf_revision=None)], ignore_patterns=None, requires=None, tags=[])], template='qwen3_nothinking', get_function=<function get_model_tokenizer_with_flash_attn at 0x7f6f19f2b380>, model_arch=None, architectures=['Qwen3MoeForCausalLM', 'Qwen3ForCausalLM'], additional_saved_files=[], torch_dtype=None, is_multimodal=False, is_reward=False, is_reranker=False, task_type=None, ignore_patterns=None, requires=['transformers>=4.51'], tags=[])",
+  "model_dir": "/inspire/ssd/project/embodied-multimodality/limingzhe-CZXS25250069/ResearchPM/models/Qwen3-30B-A3B-Instruct-2507",
+  "_val_dataset_exists": [],
+  "hub": "<class 'swift.hub.hub.MSHub'>",
+  "megatron_model_meta": "MegatronModelMeta(megatron_model_type='gpt', model_types=['qwen2', 'qwen2_5', 'qwq', 'qwq_preview', 'qwen2_5_math', 'llama', 'llama3', 'llama3_1', 'llama3_2', 'longwriter_llama3_1', 'codefuse_codellama', 'marco_o1', 'deepseek', 'deepseek_r1_distill', 'yi', 'yi_coder', 'sus', 'skywork_o1', 'openbuddy_llama', 'openbuddy_llama3', 'megrez', 'reflection', 'numina', 'ziya', 'mengzi3', 'qwen3', 'qwen3_thinking', 'qwen3_nothinking', 'qwen2_moe', 'qwen3_moe', 'qwen3_moe_thinking', 'qwen3_coder', 'internlm3', 'mimo', 'mimo_rl', 'moonlight', 'kimi_k2', 'deepseek_moe', 'deepseek_v2', 'deepseek_v2_5', 'deepseek_r1', 'dots1', 'ernie', 'glm4_5', 'deepseek_v3_1', 'ernie_thinking', 'gpt_oss'], is_multimodal=False, bridge_cls=<class 'swift.megatron.model.gpt_bridge.GPTBridge'>, model_cls=<class 'swift.megatron.model.gpt_model.GPTModel'>, get_transformer_layer_spec=None, model_provider=<function model_provider at 0x7f6e917fbce0>, visual_cls=None, extra_args_provider=None)",
+  "per_device_generation_batch_size": 16,
+  "extra_args": {
+    "model_dir": "/inspire/ssd/project/embodied-multimodality/limingzhe-CZXS25250069/ResearchPM/models/Qwen3-30B-A3B-Instruct-2507",
+    "is_multimodal": false,
+    "hf_model_type": "qwen3_nothinking",
+    "use_ray": false,
+    "ray_exp_name": null,
+    "device_groups": null,
+    "model": "/inspire/ssd/project/embodied-multimodality/limingzhe-CZXS25250069/ResearchPM/models/Qwen3-30B-A3B-Instruct-2507",
+    "model_type": "qwen3_nothinking",
+    "model_revision": null,
+    "task_type": "causal_lm",
+    "torch_dtype": "bfloat16",
+    "attn_impl": null,
+    "new_special_tokens": [],
+    "num_labels": null,
+    "problem_type": null,
+    "rope_scaling": null,
+    "device_map": null,
+    "max_memory": {},
+    "max_model_len": null,
+    "local_repo_path": null,
+    "init_strategy": null,
+    "template": "qwen3_nothinking",
+    "system": null,
+    "max_length": 2048,
+    "truncation_strategy": "delete",
+    "max_pixels": null,
+    "agent_template": null,
+    "norm_bbox": null,
+    "use_chat_template": true,
+    "padding_free": true,
+    "padding_side": "right",
+    "sequence_parallel_size": 1,
+    "response_prefix": null,
+    "template_backend": "swift",
+    "dataset": [
+      "/inspire/ssd/project/embodied-multimodality/limingzhe-CZXS25250069/ResearchPM/data/data_train/train_2102715_main_qwen3-instruct.jsonl"
+    ],
+    "val_dataset": [],
+    "cached_dataset": [],
+    "cached_val_dataset": [],
+    "split_dataset_ratio": 0.0,
+    "data_seed": 42,
+    "dataset_num_proc": 8,
+    "load_from_cache_file": true,
+    "dataset_shuffle": true,
+    "val_dataset_shuffle": false,
+    "streaming": false,
+    "interleave_prob": null,
+    "stopping_strategy": "first_exhausted",
+    "shuffle_buffer_size": 1000,
+    "download_mode": "reuse_dataset_if_exists",
+    "columns": {},
+    "strict": false,
+    "remove_unused_columns": false,
+    "model_name": null,
+    "model_author": null,
+    "custom_dataset_info": [],
+    "quant_method": null,
+    "quant_bits": null,
+    "hqq_axis": null,
+    "bnb_4bit_compute_dtype": "bfloat16",
+    "bnb_4bit_quant_type": "nf4",
+    "bnb_4bit_use_double_quant": true,
+    "bnb_4bit_quant_storage": null,
+    "max_new_tokens": null,
+    "temperature": 1.0,
+    "top_k": 50,
+    "top_p": 0.85,
+    "repetition_penalty": 1.0,
+    "num_beams": 1,
+    "stream": false,
+    "stop_words": [],
+    "logprobs": false,
+    "top_logprobs": null,
+    "ckpt_dir": null,
+    "lora_modules": [],
+    "tuner_backend": "peft",
+    "train_type": "full",
+    "adapters": [],
+    "external_plugins": [
+      "/inspire/ssd/project/embodied-multimodality/limingzhe-CZXS25250069/ResearchPM/src/plugin.py"
+    ],
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+    "load_data_args": false,
+    "packing": false,
+    "packing_length": null,
+    "packing_num_proc": 1,
+    "lazy_tokenize": false,
+    "custom_register_path": [],
+    "use_hf": false,
+    "hub_token": null,
+    "ddp_timeout": 18000000,
+    "ddp_backend": null,
+    "ignore_args_error": false,
+    "use_swift_lora": false,
+    "freeze_llm": false,
+    "freeze_vit": true,
+    "freeze_aligner": true,
+    "freeze_parameters": [],
+    "freeze_parameters_regex": null,
+    "freeze_parameters_ratio": 0.0,
+    "trainable_parameters": [],
+    "trainable_parameters_regex": null,
+    "adapter_load": null,
+    "target_modules": [
+      "all-linear"
+    ],
+    "target_regex": null,
+    "modules_to_save": [],
+    "lora_rank": 8,
+    "lora_alpha": 32,
+    "lora_dropout": 0.05,
+    "lora_bias": "none",
+    "lora_dtype": null,
+    "use_rslora": false,
+    "rlhf_type": "grpo",
+    "ref_load": null,
+    "ref_adapter_load": null,
+    "beta": 0.03,
+    "rpo_alpha": null,
+    "reference_free": false,
+    "label_smoothing": 0.0,
+    "f_divergence_type": "reverse_kl",
+    "loss_type": "dapo",
+    "desirable_weight": 1.0,
+    "undesirable_weight": 1.0,
+    "calculate_KL": null,
+    "center_rewards_coefficient": null,
+    "generation_batch_size": 1024,
+    "steps_per_generation": 1,
+    "num_generations": 8,
+    "max_completion_length": 4096,
+    "importance_sampling_level": "token",
+    "tau_pos": 1.0,
+    "tau_neg": 1.05,
+    "epsilon": 0.2,
+    "epsilon_high": 0.25,
+    "delta": null,
+    "use_vllm": true,
+    "vllm_mode": "colocate",
+    "vllm_enable_prefix_caching": true,
+    "vllm_gpu_memory_utilization": 0.2,
+    "vllm_tensor_parallel_size": 8,
+    "vllm_max_model_len": 6144,
+    "vllm_enforce_eager": false,
+    "vllm_limit_mm_per_prompt": null,
+    "vllm_disable_cascade_attn": false,
+    "vllm_max_num_seqs": null,
+    "vllm_mm_processor_cache_gb": null,
+    "vllm_engine_kwargs": {},
+    "sleep_level": 1,
+    "offload_optimizer": false,
+    "offload_model": false,
+    "offload_bridge": false,
+    "vllm_server_base_url": null,
+    "vllm_server_host": null,
+    "vllm_server_port": [
+      8000
+    ],
+    "vllm_server_timeout": 240.0,
+    "vllm_server_group_port": null,
+    "reward_funcs": [
+      "external_preference",
+      "external_format"
+    ],
+    "reward_weights": null,
+    "cosine_min_len_value_wrong": -0.5,
+    "cosine_max_len_value_wrong": 0.0,
+    "cosine_min_len_value_correct": 1.0,
+    "cosine_max_len_value_correct": 0.5,
+    "cosine_max_len": null,
+    "repetition_n_grams": 3,
+    "repetition_max_penalty": -1.0,
+    "soft_max_length": null,
+    "soft_cache_length": null,
+    "dynamic_sample": false,
+    "max_resample_times": 3,
+    "overlong_filter": false,
+    "scale_rewards": "group",
+    "advantage_estimator": "grpo",
+    "kl_in_reward": false,
+    "wandb_log_unique_prompts": null,
+    "log_completions": true,
+    "rollout_importance_sampling_mode": null,
+    "rollout_importance_sampling_threshold": 2.0,
+    "log_rollout_offpolicy_metrics": false,
+    "reward_model": null,
+    "reward_model_plugin": null,
+    "sync_ref_model": false,
+    "ref_model_sync_steps": 512,
+    "ref_model_mixup_alpha": 0.6,
+    "async_generate": false,
+    "move_model_batches": null,
+    "multi_turn_scheduler": null,
+    "max_turns": null,
+    "completion_length_limit_scope": "per_round",
+    "vllm_server_pass_dataset": false,
+    "log_entropy": false,
+    "top_entropy_quantile": 1.0,
+    "num_iterations": 1,
+    "check_model": false,
+    "padded_vocab_size": 151936,
+    "initialize_embedding": false,
+    "mlp_padding_free": false,
+    "load_safetensors": true,
+    "save_safetensors": true,
+    "ref_model": null,
+    "ref_adapters": [],
+    "merge_lora": true,
+    "max_shard_size": "5GB",
+    "dataloader_persistent_workers": true,
+    "dataloader_prefetch_factor": 10,
+    "architectures": "Qwen3MoeForCausalLM",
+    "llm_architectures": "Qwen3MoeForCausalLM",
+    "max_epochs": 1,
+    "enable_dft_loss": false,
+    "enable_channel_loss": false,
+    "save_strategy": "steps",
+    "original_max_position_embeddings": null,
+    "partial_rotary_factor": null,
+    "use_shared_expert_gate": false,
+    "vit_gradient_checkpointing": true,
+    "vit_lr": null,
+    "aligner_lr": null,
+    "gradient_checkpointing_kwargs": null,
+    "linear_num_value_heads": null,
+    "linear_num_key_heads": null,
+    "linear_key_head_dim": null,
+    "linear_value_head_dim": null,
+    "linear_conv_kernel_dim": null,
+    "layer_types": null,
+    "mrope_interleaved": false,
+    "add_version": true
+  }
+}

chat_template.jinja

@@ -0,0 +1,61 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

config.json

@@ -0,0 +1,39 @@
+{
+  "architectures": [
+    "Qwen3MoeForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "decoder_sparse_step": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 6144,
+  "max_position_embeddings": 262144,
+  "max_window_layers": 48,
+  "mlp_only_layers": [],
+  "model_type": "qwen3_moe",
+  "moe_intermediate_size": 768,
+  "norm_topk_prob": true,
+  "num_attention_heads": 32,
+  "num_experts": 128,
+  "num_experts_per_tok": 8,
+  "num_hidden_layers": 48,
+  "num_key_value_heads": 4,
+  "output_router_logits": false,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 10000000,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.3",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

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special_tokens_map.json

@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,239 @@
+{
+  "add_bos_token": false,
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+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
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+    "<|video_pad|>"
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+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
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+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}