3 papers
cs.AI2026
INTRYGUE: Induction-Aware Entropy Gating for Reliable RAG Uncertainty Estimation
Alexandra Kuleshova, Andrei Volodichev, Daria Kotova +1
While retrieval-augmented generation (RAG) enhances LLM performance, it does not eliminate hallucinations, making accurate detection essential. Uncertainty-based methods are attrac…
cs.CL2025
UNVEILING: What Makes Linguistics Olympiad Puzzles Tricky for LLMs?
Mukund Choudhary, KV Aditya Srivatsa, Gaurja Aeron +6
Large language models (LLMs) have demonstrated potential in reasoning tasks, but their performance on linguistics puzzles remains consistently poor. These puzzles, often derived fr…
cs.CL2025
What Makes Cryptic Crosswords Challenging for LLMs?
Abdelrahman Sadallah, Daria Kotova, Ekaterina Kochmar
Cryptic crosswords are puzzles that rely on general knowledge and the solver's ability to manipulate language on different levels, dealing with various types of wordplay. Previous…