GWAgent agentic workflow produces analytic surrogates for eccentric BBH waveforms with 6.9e-4 median mismatch and 8.4x speedup, outperforming baselines, and infers eccentricity for GW200129.
Astrol- lama: Towards specialized foundation models in astronomy,
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AstroRAG adds PageRank re-ranking after MMR retrieval inside transient per-instance indexes to improve LLM answers on astronomy questions, reaching 79.49 percent accuracy and F1 on AstroQA with Mistral-7B.
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Discovery of Interpretable Surrogates via Agentic AI: Application to Gravitational Waves
GWAgent agentic workflow produces analytic surrogates for eccentric BBH waveforms with 6.9e-4 median mismatch and 8.4x speedup, outperforming baselines, and infers eccentricity for GW200129.
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AstroRAG -- A Pagerank-Based Retrieval-Augmented Generation Pipeline for Question Answering in Astronomy
AstroRAG adds PageRank re-ranking after MMR retrieval inside transient per-instance indexes to improve LLM answers on astronomy questions, reaching 79.49 percent accuracy and F1 on AstroQA with Mistral-7B.