Dataset Viewer
The dataset viewer is not available for this dataset.
Cannot get the config names for the dataset.
Error code: ConfigNamesError Exception: ReadTimeout Message: (ReadTimeoutError("HTTPSConnectionPool(host='huggingface.co', port=443): Read timed out. (read timeout=10)"), '(Request ID: df2980b9-cd39-44e2-9444-1a9fc7f8cf54)') Traceback: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 66, in compute_config_names_response config_names = get_dataset_config_names( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names dataset_module = dataset_module_factory( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/load.py", line 1031, in dataset_module_factory raise e1 from None File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/load.py", line 996, in dataset_module_factory return HubDatasetModuleFactory( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/load.py", line 591, in get_module standalone_yaml_path = cached_path( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 167, in cached_path resolved_path = huggingface_hub.HfFileSystem( File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/hf_file_system.py", line 198, in resolve_path repo_and_revision_exist, err = self._repo_and_revision_exist(repo_type, repo_id, revision) File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/hf_file_system.py", line 125, in _repo_and_revision_exist self._api.repo_info( File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn return fn(*args, **kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/hf_api.py", line 2816, in repo_info return method( File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn return fn(*args, **kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/hf_api.py", line 2673, in dataset_info r = get_session().get(path, headers=headers, timeout=timeout, params=params) File "/src/services/worker/.venv/lib/python3.9/site-packages/requests/sessions.py", line 602, in get return self.request("GET", url, **kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/requests/sessions.py", line 589, in request resp = self.send(prep, **send_kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/requests/sessions.py", line 703, in send r = adapter.send(request, **kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/huggingface_hub/utils/_http.py", line 96, in send return super().send(request, *args, **kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/requests/adapters.py", line 635, in send raise ReadTimeout(e, request=request) requests.exceptions.ReadTimeout: (ReadTimeoutError("HTTPSConnectionPool(host='huggingface.co', port=443): Read timed out. (read timeout=10)"), '(Request ID: df2980b9-cd39-44e2-9444-1a9fc7f8cf54)')
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From Black Boxes to Transparent Minds: Evaluating and Enhancing the Theory of Mind in Multimodal Large Language Models
University of Science and Technology Beijing
*Indicates Equal Contribution,†Indicates Corresponding Author
*Indicates Equal Contribution,†Indicates Corresponding Author
🏆 Overview
This repository provides the code for the paper [ICML 2025] "From Black Boxes to Transparent Minds: Evaluating and Enhancing the Theory of Mind in Multimodal Large Language Models"
⚙️ Installation
conda create -n gridtom python=3.12
conda activate gridtom
# Please install PyTorch according to your CUDA version.
conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia
pip install -r requirements.txt
⚡️ Quick Start
chmod 700 *.sh
./init_belief.sh LLaVA-NeXT-Video-7B-hf
./init_belief.sh Qwen2-VL-7B-Instruct
./evaluate.sh LLaVA-NeXT-Video-7B-hf
./evaluate.sh Qwen2-VL-7B-Instruct
./save_states.sh LLaVA-NeXT-Video-7B-hf
./save_states.sh Qwen2-VL-7B-Instruct
./interv_evaluate.sh LLaVA-NeXT-Video-7B-hf
./interv_evaluate.sh Qwen2-VL-7B-Instruct
🔎 Citation
Please cite the paper and star this repo if you find it interesting/useful, thanks!
@article{li2025black,
title={From Black Boxes to Transparent Minds: Evaluating and Enhancing the Theory of Mind in Multimodal Large Language Models},
author={Li, Xinyang and Liu, Siqi and Zou, Bochao and Chen, Jiansheng and Ma, Huimin},
journal={arXiv preprint arXiv:2506.14224},
year={2025}
}
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