---
title: "Shiyan Liu — papers of 2026 — 2 papers, the most cited first"
description: "Shiyan Liu — papers of 2026: 2 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Shiyan Liu — papers of 2026 — 2 papers, the most cited first

2 papers · [all years of Shiyan Liu](https://md.research.elamur.ai/free/en/authors/shiyan-liu/#years)

**[Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization](https://md.research.elamur.ai/free/en/papers/liu-2026-reflection-dark-exposing-escaping-black/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Shiyan Liu, Qifeng Xia, Qiyun Xia, et al.*2026*

**[Test-Time Training for Zero-Resource Dense Retrieval Reranking](https://md.research.elamur.ai/free/en/papers/liu-2026-test-time-training-zero-resource/) [Workshop on Towards Knowledgeable Foundation Models](https://md.research.elamur.ai/free/en/venues/knowfm/)**Shiyan Liu, Yichen Li*2026*