conftrace_

hallucination mitigation

320 papers

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Co-occurring keywords

large language model (13587) retrieval-augmented generation (1592) vision-language model (2348) question answering (2963) text generation (2913) large vision-language model (170) multimodal large language model (966) hallucination detection (530) direct preference optimization (332) language model (4599)

Papers

FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering EMNLP 2025
HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025
On Guardrail Models’ Robustness to Mutations and Adversarial Attacks EMNLP 2025
Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations EMNLP 2025
CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation ACL 2025
GE-Chat: A Graph Enhanced RAG Framework for Evidential Response Generation of LLMs IJCAI 2025
Removal of Hallucination on Hallucination: Debate-Augmented RAG ACL 2025
InfoGain-RAG: Boosting Retrieval-Augmented Generation through Document Information Gain-based Reranking and Filtering EMNLP 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025
Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge EMNLP 2025
Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025
Think and Recall: Layer-Level Prompting for Lifelong Model Editing EMNLP 2025
AQuAECHR: Attributed Question Answering for European Court of Human Rights ACL 2025
MRFD: Multi-Region Fusion Decoding with Self-Consistency for Mitigating Hallucinations in LVLMs EMNLP 2025
Low-Hallucination and Efficient Coreference Resolution with LLMs EMNLP 2025
Atlas: Customizing Large Language Models for Reliable Bibliographic Retrieval and Verification IJCNLP 2025
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking ACL 2025
Recognizing Limits: Investigating Infeasibility in Large Language Models EMNLP 2025
Knowledge-Grounded Detection of Cryptocurrency Scams with Retrieval-Augmented LMs ACL 2025
Mitigating Hallucinated Translations in Large Language Models with Hallucination-focused Preference Optimization NAACL 2025
RE-FIN: Retrieval-based Enrichment for Financial data COLING 2025
Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation EMNLP 2025
Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models EMNLP 2025
Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency EMNLP 2025
Mitigating Hallucinations in Multi-modal Large Language Models via Image Token Attention-Guided Decoding NAACL 2025