conftrace_

hallucination detection

530 papers

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large language model (13587) retrieval-augmented generation (1592) text generation (2913) text classification (6793) uncertainty quantification (1393) natural language inference (1287) language model (4599) question answering (2963) benchmark evaluation (1556) fact verification (257)

Papers

INVITE: a Testbed of Automatically Generated Invalid Questions to Evaluate Large Language Models for Hallucinations EMNLP 2023
Hallucination Detection for Grounded Instruction Generation EMNLP 2023
AlignScore: Evaluating Factual Consistency with A Unified Alignment Function ACL 2023
Evaluating the Factual Consistency of Large Language Models Through News Summarization ACL 2023
An Investigation of Evaluation Methods in Automatic Medical Note Generation ACL 2023
SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation ACL 2023
Optimal Transport for Unsupervised Hallucination Detection in Neural Machine Translation ACL 2023
A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection EMNLP 2023
Generation of Patient After-Visit Summaries to Support Physicians COLING 2022
Don’t Say What You Don’t Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search EMNLP 2022
HaRiM+: Evaluating Summary Quality with Hallucination Risk AACL 2022
Improving Faithfulness by Augmenting Negative Summaries from Fake Documents EMNLP 2022
Mutual Information Alleviates Hallucinations in Abstractive Summarization EMNLP 2022
On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models? NAACL 2022
HaRiM+: Evaluating Summary Quality with Hallucination Risk IJCNLP 2022
Unsupervised Token-level Hallucination Detection from Summary Generation By-products EMNLP 2022
Human Ratings Do Not Reflect Downstream Utility: A Study of Free-Text Explanations for Model Predictions EMNLP 2022
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization ACL 2022
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation ACL 2022
Diving Deep into Modes of Fact Hallucinations in Dialogue Systems EMNLP 2022
Chart-to-Text: A Large-Scale Benchmark for Chart Summarization ACL 2022
‘Beach’ to ‘Bitch’: Inadvertent Unsafe Transcription of Kids’ Content on YouTube AAAI 2022
Trainable Ranking Models to Evaluate the Semantic Accuracy of Data-to-Text Neural Generator EMNLP 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View AAAI 2021
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization EMNLP 2021