Papers with cross-modal verification task
SciCoQA: Quality Assurance for Scientific Paper–Code Alignment (2026.acl-long)
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| Challenge: | Discrepancies between scientific papers and their code undermine reproducibility, a concern that grows as automated research agents scale scientific output beyond human review capacity. |
| Approach: | They propose a synthetic generation pipeline to scale beyond AI to Physics, Quantitative Biology, and other computational sciences. |
| Outcome: | The proposed pipeline scales beyond AI to Physics, Quantitative Biology, and other computational sciences. |