Factuality challenges in the era of large language models and opportunities for fact-checking

I Augenstein, T Baldwin, M Cha… - Nature Machine …, 2024 - nature.com
The emergence of tools based on large language models (LLMs), such as OpenAI's
ChatGPT and Google's Gemini, has garnered immense public attention owing to their …

Molecular facts: Desiderata for decontextualization in llm fact verification

A Gunjal, G Durrett - arXiv preprint arXiv:2406.20079, 2024 - arxiv.org
Automatic factuality verification of large language model (LLM) generations is becoming
more and more widely used to combat hallucinations. A major point of tension in the …

Surprising efficacy of fine-tuned transformers for fact-checking over larger language models

V Setty - Proceedings of the 47th International ACM SIGIR …, 2024 - dl.acm.org
In this paper, we explore the challenges associated with establishing an end-to-end fact-
checking pipeline in a real-world context, covering over 90 languages. Our real-world …

Factcheck editor: Multilingual text editor with end-to-end fact-checking

V Setty - Proceedings of the 47th International ACM SIGIR …, 2024 - dl.acm.org
We introduce'FactCheck Editor', an advanced text editor designed to automate fact-checking
and correct factual inaccuracies. Given the widespread issue of misinformation, often a …

Claim verification in the age of large language models: A survey

A Dmonte, R Oruche, M Zampieri, P Calyam… - arXiv preprint arXiv …, 2024 - arxiv.org
The large and ever-increasing amount of data available on the Internet coupled with the
laborious task of manual claim and fact verification has sparked the interest in the …

Multi-hop Evidence Pursuit Meets the Web: Team Papelo at FEVER 2024

C Malon - arXiv preprint arXiv:2411.05762, 2024 - arxiv.org
Separating disinformation from fact on the web has long challenged both the search and the
reasoning powers of humans. We show that the reasoning power of large language models …

DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts

T Braun, M Rothermel, M Rohrbach… - arXiv preprint arXiv …, 2024 - arxiv.org
The proliferation of disinformation presents a growing threat to societal trust and democracy,
necessitating robust and scalable Fact-Checking systems. In this work, we present Dynamic …

Retrieving Semantics for Fact-Checking: A Comparative Approach using CQ (Claim to Question) & AQ (Answer to Question)

N Urbani, S Modha, G Pasi - … of the Seventh Fact Extraction and …, 2024 - aclanthology.org
Fact-checking using evidences is the preferred way to tackle the issue of misinformation in
the society. The democratization of information through social media has accelerated the …

FactLens: Benchmarking Fine-Grained Fact Verification

K Mitra, D Zhang, S Rahman, E Hruschka - arXiv preprint arXiv …, 2024 - arxiv.org
Large Language Models (LLMs) have shown impressive capability in language generation
and understanding, but their tendency to hallucinate and produce factually incorrect …

Zero-shot Factual Consistency Evaluation Across Domains

R Agarwal - arXiv preprint arXiv:2408.04114, 2024 - arxiv.org
This work addresses the challenge of factual consistency in text generation systems. We
unify the tasks of Natural Language Inference, Summarization Evaluation, Factuality …