Papers by Reza Sanayei
Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics (2025.findings-emnlp)
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| Challenge: | Large Language Models excel at linear reasoning tasks but are underexplored on non-linear structures such as natural debates. |
| Approach: | They evaluate whether Large Language Models can approximate structured reasoning from Computational Argumentation Theory. |
| Outcome: | The proposed model performs well on dialogue-formatted debates without access to the underlying graph. |