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| <h1 id="openaire-graph-evaluator-research-paper-classifier-and-llm-as-judge-pipeline">OpenAIRE Graph Evaluator: Research paper classifier and LLM-as-Judge pipeline</h1> |
| <p>A multi-model LLM-as-Judge pipeline that builds annotation datasets to train <a href="https://github.com/ethicalabs-ai/Echo-DSRN">Echo-DSRN</a> intent classifiers — entry for the <a href="https://innovation.openaire.eu/component/content/article/openaire-ai-hackathon.html">OpenAIRE AI Hackathon 2026</a>, co-organised by OpenAIRE and Alien Intelligence.</p> |
| <p>The app streams scientific paper metadata from the <a href="https://graph.openaire.eu">OpenAIRE Graph API</a>, classifies research intent with a 98M-parameter <a href="https://www.ethicalabs.ai/research/echo-dsrn/">Echo-DSRN</a> model (fast CPU inference), and enlists multiple LLMs as judges to build a golden consensus dataset.</p> |
| <h2 id="features">Features</h2> |
| <ul> |
| <li><strong>OpenAIRE Stream</strong> — live publication metadata via the OpenAIRE Graph API</li> |
| <li><strong>Collab Hub</strong> — community annotations with LLM judge consensus; versioned rounds with read-only archives (e.g. <a href="https://openaire-2026.ethicalabs.ai/collab/archive/v0.1.3/">v0.1.3 archive</a>)</li> |
| <li><strong>Free Text</strong> — ad-hoc classification of custom titles and abstracts</li> |
| <li><strong>Saved History</strong> — local browser storage with optional server-side sync</li> |
| <li><strong>Model Card</strong> — architecture specs, parameter census, and consumption code</li> |
| </ul> |
| <h2 id="hackathon-deliverable">Hackathon Deliverable</h2> |
| <p>This project is the artifact submission for the OpenAIRE AI Hackathon 2026.</p> |
| <p>The accompanying <a href="story.html">story</a> explains the question, journey, insight, and what others can reuse.</p> |
| <p><a href="https://github.com/ethicalabs-ai/OpenAIRE-AI-Research-Evaluator">Source</a> · <a href="https://graph.openaire.eu">OpenAIRE Graph</a> · <a href="https://huggingface.co/ethicalabs/Echo-DSRN-v0.1.4-Research-Intent-CLF">Echo-DSRN Model</a></p> |
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