Reasoning

PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning

Proactive pitfall avoidance in plan-and-execute frameworks for long-context LLM reasoning by preventing logical pitfalls and false assumptions before plan generation - ___[ACL 2026](https://2026.aclweb.org)___

ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic Contexts

Bilingual benchmark for evaluating LLMs on deep expert knowledge and complex academic problem-solving across abstraction, comprehension, and reasoning tasks - ___[Findings of EMNLP 2025](https://2025.emnlp.org/)___