Reasoning

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

A proactive planning strategy for long-context reasoning that focuses on preventing logical pitfalls and false assumptions before plan generation

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

A bilingual benchmark for abstraction, comprehension, and reasoning evaluation in academic contexts - ___[Findings of EMNLP 2025](https://2025.emnlp.org/)___