hallucination

ASR/STT subtitle generator. Uses Qwen3-ASR, local LLM, Whisper, TEN-VAD. Noise-robust for JAV

WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg.

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

[ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning

[ACL 2024] User-friendly evaluation framework: Eval Suite & Benchmarks: UHGEval, HaluEval, HalluQA, etc.

😎 curated list of awesome LMM hallucinations papers, methods & resources.

[ACL 2024] An Easy-to-use Hallucination Detection Framework for LLMs.

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

[ICLR 2026] AgilePruner: An Empirical Study of Attention and Diversity for Adaptive Visual Token Pruning in Large Vision-Language Models

[ICLR 2026🔥] SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense

[NAACL 2025 Findings] Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding

[NLPCC 2024] Shared Task 10: Regulating Large Language Models