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| Main Authors: | , , , , , , , , , , , |
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| Format: | Preprint |
| Published: |
2026
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2603.23526 |
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| _version_ | 1866910070129819648 |
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| author | Maldaner, Matheus Kunzler Valle, Raul Kim, Junsung Sultan, Tonuka Bhargava, Pranav Maloni, Matthew Courtney, John Nguyen, Hoang Sawant, Aamogh O'Connor, Kristian Wormald, Stephen Woodard, Damon L. |
| author_facet | Maldaner, Matheus Kunzler Valle, Raul Kim, Junsung Sultan, Tonuka Bhargava, Pranav Maloni, Matthew Courtney, John Nguyen, Hoang Sawant, Aamogh O'Connor, Kristian Wormald, Stephen Woodard, Damon L. |
| contents | The growing publication rate of research papers has created an urgent need for better ways to fact-check information, assess writing quality, and identify unverifiable claims. We present Plato's Cave as an open-source, human-centered research verification system that (i) creates a directed acyclic graph (DAG) from a document, (ii) leverages web agents to assign credibility scores to nodes and edges from the DAG, and (iii) gives a final score by interpreting and evaluating the paper's argumentative structure. We report the system implementation and results on a collected dataset of 104 research papers. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2603_23526 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Plato's Cave: A Human-Centered Research Verification System Maldaner, Matheus Kunzler Valle, Raul Kim, Junsung Sultan, Tonuka Bhargava, Pranav Maloni, Matthew Courtney, John Nguyen, Hoang Sawant, Aamogh O'Connor, Kristian Wormald, Stephen Woodard, Damon L. Computation and Language Human-Computer Interaction Multiagent Systems The growing publication rate of research papers has created an urgent need for better ways to fact-check information, assess writing quality, and identify unverifiable claims. We present Plato's Cave as an open-source, human-centered research verification system that (i) creates a directed acyclic graph (DAG) from a document, (ii) leverages web agents to assign credibility scores to nodes and edges from the DAG, and (iii) gives a final score by interpreting and evaluating the paper's argumentative structure. We report the system implementation and results on a collected dataset of 104 research papers. |
| title | Plato's Cave: A Human-Centered Research Verification System |
| topic | Computation and Language Human-Computer Interaction Multiagent Systems |
| url | https://arxiv.org/abs/2603.23526 |