research topics & selected projects
Projects.
My major themes are information retrieval and AI for peer review. Below is a breakdown of the topics I work on within them.
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AI for Peer Review
Provenance and claim verification for peer review — PeerPrism and Peerispect.
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Query Performance Prediction
Using QPP as a query selector for RAG — pick the winning variant before paying the generation cost.
read more →Agents
Measuring and optimizing LLM agents in production — including MAP: Measuring Agents in Production.
read more →Evaluation
Evaluating retrieval, generation, and agentic systems — benchmarks, metrics, and the gaps between them.
read more →Retrieval for Reasoning Tasks
When the answer requires reasoning, what does retrieval owe the reasoner?
read more →Query Reformulation
Learning to rewrite queries — toolkits, benchmarks, and explicit reformulation patterns.
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