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Sheshansh Agrawal

Director of Research, Contextual AI

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

At a glance

Current role
Director of Research
Sector
Company
Work listed
2
Sources cited
4
Profile reviewed

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 and contributions

  • Contextual AI Reranker v2 2B Open weights

    Co-author, with George Halal, of Contextual AI Reranker v2 as credited in the model card's citation and the release post.21

  • Contextual AI Reranker Open weights

    Co-wrote the August 2025 post open-sourcing the Reranker v2 family in 1B, 2B and 6B sizes with instruction-following evaluation datasets.1

Timeline

  1. Released Contextual AI Reranker v2 with George Halal.1
  2. Co-authored Contextual AI's post on an agentic alternative to GraphRAG.3
  3. Co-authored Contextual AI's post on making search agents faster and smarter.4

Where they work

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References

4 sources · profile reviewed Oct 22, 2026 · data updated Oct 22, 2026

  1. Open-Sourcing Reranker v2 — Contextual AI blogContextual AI · Announcement · published Aug 27, 2025 · accessed Oct 22, 2026
  2. ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b model card (citation)Contextual AI (Hugging Face) · Model card · published Aug 19, 2025 · accessed Oct 22, 2026
  3. An Agentic Alternative to GraphRAG — Contextual AI blogContextual AI · Official page · published Nov 25, 2025 · accessed Oct 22, 2026
  4. Making Search Agents Faster and Smarter — Contextual AI blogContextual AI · Official page · published Mar 4, 2026 · accessed Oct 22, 2026