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Combating misinformation in the age of llms: Opportunities and challenges
Misinformation such as fake news and rumors is a serious threat for information ecosystems
and public trust. The emergence of large language models (LLMs) has great potential to …
and public trust. The emergence of large language models (LLMs) has great potential to …
Fighting disinformation with artificial intelligence: fundamentals, advances and challenges
A Montoro Montarroso, J Cantón-Correa… - 2023 - digibug.ugr.es
Internet and social media have revolutionised the way news is distributed and consumed.
However, the constant flow of massive amounts of content has made it difficult to discern …
However, the constant flow of massive amounts of content has made it difficult to discern …
A survey on automated fact-checking
Fact-checking has become increasingly important due to the speed with which both
information and misinformation can spread in the modern media ecosystem. Therefore …
information and misinformation can spread in the modern media ecosystem. Therefore …
Averitec: A dataset for real-world claim verification with evidence from the web
Existing datasets for automated fact-checking have substantial limitations, such as relying on
artificial claims, lacking annotations for evidence and intermediate reasoning, or including …
artificial claims, lacking annotations for evidence and intermediate reasoning, or including …
Fact-checking complex claims with program-guided reasoning
Fact-checking real-world claims often requires collecting multiple pieces of evidence and
applying complex multi-step reasoning. In this paper, we present Program-Guided Fact …
applying complex multi-step reasoning. In this paper, we present Program-Guided Fact …
Feverous: Fact extraction and verification over unstructured and structured information
Fact verification has attracted a lot of attention in the machine learning and natural language
processing communities, as it is one of the key methods for detecting misinformation …
processing communities, as it is one of the key methods for detecting misinformation …
The state of human-centered NLP technology for fact-checking
Misinformation threatens modern society by promoting distrust in science, changing
narratives in public health, heightening social polarization, and disrupting democratic …
narratives in public health, heightening social polarization, and disrupting democratic …
Language generation models can cause harm: So what can we do about it? an actionable survey
Recent advances in the capacity of large language models to generate human-like text have
resulted in their increased adoption in user-facing settings. In parallel, these improvements …
resulted in their increased adoption in user-facing settings. In parallel, these improvements …
Fine-grained hallucination detection and editing for language models
Large language models (LMs) are prone to generate factual errors, which are often called
hallucinations. In this paper, we introduce a comprehensive taxonomy of hallucinations and …
hallucinations. In this paper, we introduce a comprehensive taxonomy of hallucinations and …
LongEval: Guidelines for human evaluation of faithfulness in long-form summarization
While human evaluation remains best practice for accurately judging the faithfulness of
automatically-generated summaries, few solutions exist to address the increased difficulty …
automatically-generated summaries, few solutions exist to address the increased difficulty …