CARE applies conformal risk control to deliver distribution-free guarantees bounding hallucination probability and omission fraction in medical summarization while reducing flagged sentences.
Philippe Laban, Tobias Schnabel, Paul N
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
years
2026 3verdicts
UNVERDICTED 3representative citing papers
LLM-based compression of financial source material can alter downstream investment decisions via decontextualization and model dependency, addressed by an agentic auditing approach that checks multiple compressions against the original.
Conf-Gen adapts conformal risk control to generative tasks by relaxing assumptions, unifying prior CP work on LLMs and extending guarantees to image generators, conversational AI, and AI agent correctness.
citing papers explorer
-
When Summaries Distort Decisions: Information Fidelity in LLM-Compressed Financial Analysis
LLM-based compression of financial source material can alter downstream investment decisions via decontextualization and model dependency, addressed by an agentic auditing approach that checks multiple compressions against the original.