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Papers
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models
EMNLP 2023
When Do Pre-Training Biases Propagate to Downstream Tasks? A Case Study in Text Summarization
EACL 2023
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation
ACL 2022
‘Beach’ to ‘Bitch’: Inadvertent Unsafe Transcription of Kids’ Content on YouTube
AAAI 2022
Chart-to-Text: A Large-Scale Benchmark for Chart Summarization
ACL 2022
Diving Deep into Modes of Fact Hallucinations in Dialogue Systems
EMNLP 2022
Don’t Say What You Don’t Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search
EMNLP 2022
Generation of Patient After-Visit Summaries to Support Physicians
COLING 2022
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization
ACL 2022
HaRiM+: Evaluating Summary Quality with Hallucination Risk
AACL 2022
Human Ratings Do Not Reflect Downstream Utility: A Study of Free-Text Explanations for Model Predictions
EMNLP 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
Unsupervised Token-level Hallucination Detection from Summary Generation By-products
EMNLP 2022
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization
EMNLP 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View
AAAI 2021
Trainable Ranking Models to Evaluate the Semantic Accuracy of Data-to-Text Neural Generator
EMNLP 2021
Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data
EMNLP 2020
On Faithfulness and Factuality in Abstractive Summarization
ACL 2020
Reducing Quantity Hallucinations in Abstractive Summarization
EMNLP 2020
Slot-consistent NLG for Task-oriented Dialogue Systems with Iterative Rectification Network
ACL 2020
ToTTo: A Controlled Table-To-Text Generation Dataset
EMNLP 2020