Table-Text Alignment: Explaining Claim Verification

This is the repository for the paper: Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers (Findings of EMNLP 2025)

Reproduction of Results

• download data.zip
• download outputs.zip

Table 1: Claim Prediction Results

python3 run_eval.py claim_task

Table 1: Evidence Selection Results

python3 run_eval.py evi_task

Running process

Run the Claim Label Prediction Task

python3 run_claim.py

Run the Cell-level Evidence Selection Task

python3 run_evi.py

Evaluation

python3 run_eval.py claim_task
python3 run_eval.py evi_task

Citation

If you plan to use the dataset, please cite our paper:

@inproceedings{ho-etal-2025-table,
    title = "Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers",
    author = "Ho, Xanh  and
      Kumar, Sunisth  and
      Wu, Yun-Ang  and
      Boudin, Florian  and
      Takasu, Atsuhiro  and
      Aizawa, Akiko",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-emnlp.135/",
    pages = "2509--2517",
    ISBN = "979-8-89176-335-7",
}