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Sheshansh Agrawal

Director of Research at Contextual AI; co-author of the open Contextual AI Reranker v2 models

Sheshansh Agrawal is Director of Research at Contextual AI, the title given on the company's blog posts from August 2025 to March 2026. Agrawal is the second-listed author, after George Halal, of Contextual AI Reranker v2, an open-weight family of multilingual instruction-following rerankers released in August 2025, and co-authored the company's posts on agentic retrieval and faster search agents.1234

Research at Contextual AI

Agrawal is credited as Director of Research on Contextual AI's August 2025 post open-sourcing Reranker v2, written with George Halal, which released instruction-following multilingual rerankers in 1B, 2B and 6B sizes along with evaluation datasets. The 2B model card's citation lists Halal and Agrawal as authors.12

Agrawal also co-authored the company's November 2025 post on an agentic alternative to GraphRAG and its March 2026 post on making search agents faster and more accurate.34

Work

Career timeline

  1. Aug 27, 2025

    Released Contextual AI Reranker v2 with George Halal.1

  2. Nov 25, 2025

    Co-authored Contextual AI's post on an agentic alternative to GraphRAG.3

  3. Mar 4, 2026

    Co-authored Contextual AI's post on making search agents faster and smarter.4

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References · reviewed Oct 22, 2026

  1. 1.
    Open-Sourcing Reranker v2 — Contextual AI blog (external site: contextual.ai)

    Contextual AI · Announcement · published Aug 27, 2025 · accessed Oct 22, 2026

  2. 2.
    ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b model card (citation) (external site: huggingface.co)

    Contextual AI (Hugging Face) · Model card · published Aug 19, 2025 · accessed Oct 22, 2026

  3. 3.
    An Agentic Alternative to GraphRAG — Contextual AI blog (external site: contextual.ai)

    Contextual AI · Official page · published Nov 25, 2025 · accessed Oct 22, 2026

  4. 4.
    Making Search Agents Faster and Smarter — Contextual AI blog (external site: contextual.ai)

    Contextual AI · Official page · published Mar 4, 2026 · accessed Oct 22, 2026

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