LLMs

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

Detecting Training Data of Large Language Models via Expectation Maximization

Novel membership inference attack framework for large language models via an expectation maximization algorithm - ___[EACL 2026](https://2026.eacl.org)___

AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking

Listwise reranking with uncertainty-aware adaptive computation via Bayesian modeling of documents' relevance with TrueSkill - ___[NeurIPS 2025](https://neurips.cc/)___

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/)___

MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG

Multi-scale adaptive context RAG for long-context large language models