SciFact
PulseAugur coverage of SciFact — every cluster mentioning SciFact across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
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New AI workflow enhances claim-evidence traceability in writing
Researchers have developed a new workflow called evidence-ledger adjudication to improve the traceability of claims made by AI agents in relation to supporting evidence. This system pairs each claim with an evidence pac…
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New Protocol Enhances Citation Faithfulness in Agentic LLM Synthesis
A new research paper introduces a protocol and a guard system designed to improve the reliability of citation faithfulness checks in agentic large language model (LLM) systems. These systems, like OpenScholar and PaperQ…
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New SIFT method improves LLM fact-checking accuracy
Researchers have developed a new method called SIFT (claim-conditioned re-scoring) to improve the accuracy of fact-checking systems that use large language models (LLMs). These systems often incorrectly label claims as …
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Small LLMs match GPT-4o/GPT-5 on biomedical claim verification
A new study demonstrates that fine-tuning smaller language models like Mistral-7B using QLoRA can achieve performance comparable to or exceeding larger models such as GPT-4o and GPT-5 on biomedical claim verification ta…