Nanopublications LDF server

Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RApQFB3_XfMcKvx6FxeY0MufsIpv3ebHcOx4gni4tqfxA/assertion>. }

• arXiv.2601.19447 type Entity assertion.
• co-gat-electra type Workflow assertion.
• cofced type Workflow assertion.
• corxfact type Workflow assertion.
• defend type Workflow assertion.
• factl-lama type Workflow assertion.
• factl-lama-know type Workflow assertion.
• fire type Workflow assertion.
• genfe type Workflow assertion.
• genfe-mt type Workflow assertion.
• graphcheck type Workflow assertion.
• graphfc type Workflow assertion.
• ika type Workflow assertion.
• kg-craft type Workflow assertion.
• l-defense type Workflow assertion.
• mla-roberta type Workflow assertion.
• multivers type Workflow assertion.
• pacar type Workflow assertion.
• programfc type Workflow assertion.
• sbert-fc type Workflow assertion.
• teller type Workflow assertion.
• co-gat-electra label "CO-GAT (ELECTRA)" assertion.
• cofced label "CofCED" assertion.
• corxfact label "CorXFact" assertion.
• defend label "dEFEND" assertion.
• factl-lama label "FactL-LaMA" assertion.
• factl-lama-know label "FactL-LaMA-Know" assertion.
• fire label "FIRE" assertion.
• genfe label "GenFE" assertion.
• genfe-mt label "GenFE-MT" assertion.
• graphcheck label "GraphCheck" assertion.
• graphfc label "GraphFC" assertion.
• ika label "IKA" assertion.
• kg-craft label "KG-CRAFT" assertion.
• l-defense label "L-Defense" assertion.
• mla-roberta label "MLA (RoBERTa)" assertion.
• multivers label "MULTIVERS" assertion.
• pacar label "PACAR" assertion.
• programfc label "ProgramFC" assertion.
• sbert-fc label "SBERT-FC" assertion.
• teller label "TELLER" assertion.
• co-gat-electra comment "CO-GAT (ELECTRA) is discussed as a competing method for claim verification that applies graph attention over scientific evidence, utilizing a pre-trained ELECTRA encoder." assertion.
• cofced comment "CofCED is discussed as a traditional automated fact-checking (AFC) baseline that introduced a hierarchical encoder with cascaded evidence selectors to process reports from multiple sources for claim verification." assertion.
• corxfact comment "CorXFact is discussed as an LLM-based fact-checking approach that simulates human fact-checking principles by analyzing claim-evidence correlations." assertion.
• defend comment "dEFEND is discussed as a traditional automated fact-checking (AFC) baseline method that employs a sentence-comment co-attention network to jointly analyze news content and user comments for claim verification." assertion.
• factl-lama comment "FactL-LaMA is discussed as a specialized LLM-based fact-checking method that combines instruction-following with external evidence retrieval, implemented as a Low-Rank Adaptation (LoRA) fine-tuned Llama 2 7B." assertion.
• factl-lama-know comment "FactL-LaMA-Know is discussed as a specialized LLM-based fact-checking method that augments the FactL-LaMA model with external knowledge sources to improve fact-checking accuracy." assertion.
• fire comment "FIRE is discussed as a recent LLM-based fact-checking approach that proposes an iterative verification method aiming to improve scalability and efficiency in assessing claims." assertion.
• genfe comment "GenFE is discussed as a traditional automated fact-checking (AFC) baseline that performs joint optimization of veracity prediction and explanation generation, showing improved classification and output quality." assertion.
• genfe-mt comment "GenFE-MT is discussed as a traditional automated fact-checking (AFC) baseline that performs joint optimization of veracity prediction and explanation generation, showing improved classification and output quality." assertion.
• graphcheck comment "GraphCheck is discussed as a recent LLM-based verifier that incorporates lightweight graph signals and instruction-style prompting for fact-checking." assertion.
• graphfc comment "GraphFC is discussed as a competing method for claim verification that encodes the report structure with an explicit graph and graph reasoning components." assertion.
• ika comment "IKA is discussed as an LLM-based fact-checking framework that builds a graph of positive and negative examples from labelled data to enhance fact-checking and explanation capabilities." assertion.
• kg-craft comment "KG-CRAFT is a novel method that enhances LLM performance in automated fact-checking. It leverages knowledge graphs to construct structured contrastive questions from claims and reports, which then guide an LLM to generate evidence-based summaries for veracity assessment during the inference stage. This process enables LLMs to access and reason with contextualized knowledge more effectively." assertion.
• l-defense comment "L-Defense is discussed as a specialized LLM-based fact-checking framework that leverages the wisdom of crowds by partitioning evidence into competing narratives for robust claim verification using LLMs like Llama 2 7B and ChatGPT 3.5 Turbo." assertion.
• mla-roberta comment "MLA (RoBERTa) is discussed as a competing method for claim verification that uses a sequence inference model with self-attention at token and sentence levels, powered by a pre-trained RoBERTa encoder." assertion.
• multivers comment "MULTIVERS is discussed as a competing method for claim verification that leverages a multi-task learning approach for scientific verification and rationale extraction from abstracts." assertion.
• pacar comment "PACAR is discussed as a competing prompting-based approach for fact verification that aggregates evidence with consistency-oriented reasoning using large language models." assertion.
• programfc comment "ProgramFC is discussed as a competing method for claim verification that formulates fact verification as a programmatic pipeline with modular steps for evidence usage and decision-making." assertion.
• sbert-fc comment "SBERT-FC is discussed as a traditional automated fact-checking (AFC) baseline method that uses SBERT to encode claims and documents, performing verification via supervised classifiers and providing explainability analysis." assertion.
• teller comment "TELLER is discussed as an LLM-based fact-checking framework that is a dual-system approach integrating human expertise with LLM reasoning to emphasize trustworthiness." assertion.
• kg-craft subject KGEnhancedLLMInference assertion.
• arXiv.2601.19447 title "KG-CRAFT: Knowledge Graph-based Contrastive Reasoning with LLMs for Enhancing Automated Fact-checking" assertion.
• arXiv.2601.19447 describes kg-craft assertion.
• arXiv.2601.19447 discusses co-gat-electra assertion.
• arXiv.2601.19447 discusses cofced assertion.
• arXiv.2601.19447 discusses corxfact assertion.
• arXiv.2601.19447 discusses defend assertion.
• arXiv.2601.19447 discusses factl-lama assertion.
• arXiv.2601.19447 discusses factl-lama-know assertion.
• arXiv.2601.19447 discusses fire assertion.
• arXiv.2601.19447 discusses genfe assertion.
• arXiv.2601.19447 discusses genfe-mt assertion.
• arXiv.2601.19447 discusses graphcheck assertion.
• arXiv.2601.19447 discusses graphfc assertion.
• arXiv.2601.19447 discusses ika assertion.
• arXiv.2601.19447 discusses l-defense assertion.
• arXiv.2601.19447 discusses mla-roberta assertion.
• arXiv.2601.19447 discusses multivers assertion.
• arXiv.2601.19447 discusses pacar assertion.
• arXiv.2601.19447 discusses programfc assertion.
• arXiv.2601.19447 discusses sbert-fc assertion.
• arXiv.2601.19447 discusses teller assertion.
• kg-craft hasTopCategory KGEnhancedLLM assertion.