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cs.AI2026
SHELDON: Reasoning through Dual Search over Hypothesis and Observation Spaces
Harshit Joshi, Priyank Shethia, Monica S. Lam
Test-time scaling has enabled LLMs to solve increasingly complex reasoning, discovery, and optimization tasks. However, existing approaches often gather observations while seeking…
cs.CL2026
SLIDERS: Systematic Reviews via Automated Evidence Synthesis and Reconciliation
Harshit Joshi, Priyank Shethia, Jadelynn Dao +1
Systematic reviews -- which requires comprehensive evidence collection and synthesis from large document corpora in response to targeted research questions -- are foundational in f…