Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals Paper • 2310.00603 • Published Oct 1, 2023
Teaching Transformers Causal Reasoning through Axiomatic Training Paper • 2407.07612 • Published Jul 10, 2024 • 2
Plan$\times$RAG: Planning-guided Retrieval Augmented Generation Paper • 2410.20753 • Published Oct 28, 2024
Causal Reasoning and Large Language Models: Opening a New Frontier for Causality Paper • 2305.00050 • Published Apr 28, 2023
Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks Paper • 2505.20047 • Published May 26 • 3
RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation Paper • 2506.15455 • Published Jun 18 • 4
Characterizing Deep Research: A Benchmark and Formal Definition Paper • 2508.04183 • Published Aug 6 • 4