--- title: "Jialin Liu — author profile and papers — Elamur Research" description: "Jialin Liu: 3 papers on Elamur Research (2020–2026), h-index 0 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/jialin-liu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/jialin-liu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Jialin Liu # Jialin Liu Jialin Liu has 3 papers in our library, in 2020–2026, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Information retrieval & search](https://md.research.elamur.ai/free/en/topics/information-retrieval/); often with [Bin-Bin Yang](https://md.research.elamur.ai/free/en/authors/bin-bin-yang/), [ChenZhuo Zhao](https://md.research.elamur.ai/free/en/authors/chenzhuo-zhao/), [Feng Xiao](https://md.research.elamur.ai/free/en/authors/feng-xiao/). 3 papers in our library · 2020–2026 [OpenAlex](https://openalex.org/A5133622604) · [**h-index 0**](https://openalex.org/authors/A5133622604) · [3 works](https://openalex.org/works?filter=author.id:A5133622604) · [0 citations](https://openalex.org/works?filter=author.id:A5133622604&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/jialin-liu/#papers) · [🔗 Cited 485 times in our library](https://md.research.elamur.ai/free/en/authors/jialin-liu/cited-by/) · [⭐ Paper Stars ranking: #3473](https://md.research.elamur.ai/free/en/paper-stars/page/35/#star-3473) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Jialin+Liu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Jialin+Liu) · [dblp](https://dblp.org/search?q=Jialin+Liu) · [ACL Anthology](https://aclanthology.org/search/?q=Jialin+Liu) ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 6 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) 🧭 Topics 2 Research subjects and languages the work is about.[Information retrieval & search · 1 work](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) 💡 Concepts 2 Key ideas and methods explained on our concept pages.[Retrieval-augmented generation · 1 work](https://md.research.elamur.ai/free/en/concepts/retrieval-augmented-generation/) · [TF-IDF · 1 work](https://md.research.elamur.ai/free/en/concepts/tf-idf/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/jialin-liu/year/2026/) · [**2020** 1 paper](https://md.research.elamur.ai/free/en/authors/jialin-liu/year/2020/) ## Papers The most cited first (OpenAlex and our library). 1. **[Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval](https://md.research.elamur.ai/free/en/papers/xiong-2020-approximate-nearest-neighbor-negative-contrastive/)** *(2020 · 688 citations)* Dense retrieval (DR) encodes queries and documents as vectors and matches them by similarity. In practice it often lost to sparse BM25, especially on documents. The authors trace this weakness to how negatives are chosen during training. Using a variance-reduction view of SGD, they argue that random or in-batch… 2. **[EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation](https://md.research.elamur.ai/free/en/papers/wang-2026-evolvr-self-evolving-pairwise-reasoning/)** *(2026 · 1 citation)* LLM judges remain weak at assessing stories. Prompting closed models is brittle, and fine-tuned open evaluators usually output scores without explicit reasoning. The authors propose EvolvR, a framework that teaches an open-source evaluator to reason over pairs of stories. The model works aspect by aspect, for example… 3. **[Triviality Corrected Endogenous Reward](https://md.research.elamur.ai/free/en/papers/wang-2026-triviality-corrected-endogenous-reward/)** *(2026)* Reinforcement fine-tuning for open-ended writing lacks verifiable rewards. It usually depends on costly proprietary LLM judges or on judge models trained with annotated preference data. The authors ask whether confidence-based endogenous rewards, which work for unsupervised RL in math, can serve writing instead. They… ## Co-authors here 10 co-authors with a page, the most papers together first. - [Bin-Bin Yang](https://md.research.elamur.ai/free/en/authors/bin-bin-yang/) ×2 - [ChenZhuo Zhao](https://md.research.elamur.ai/free/en/authors/chenzhuo-zhao/) ×2 - [Feng Xiao](https://md.research.elamur.ai/free/en/authors/feng-xiao/) ×2 - [Xinda Wang](https://md.research.elamur.ai/free/en/authors/xinda-wang/) ×2 - [Yanbingren](https://md.research.elamur.ai/free/en/authors/yanbingren/) ×2 - [Yangshijie Zhang](https://md.research.elamur.ai/free/en/authors/yangshijie-zhang/) ×2 - [Zhengxu Hou](https://md.research.elamur.ai/free/en/authors/zhengxu-hou/) ×2 - [Zhibo Yang](https://md.research.elamur.ai/free/en/authors/zhibo-yang/) ×2 - [Chenyan Xiong](https://md.research.elamur.ai/free/en/authors/chenyan-xiong/) - [Paul Bennett](https://md.research.elamur.ai/free/en/authors/paul-bennett/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/) ×2: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) ×2 ## Cited by Papers of our library cite their works 485 times (of the 149,439 papers whose bibliographies we read); [82 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/jialin-liu/cited-by/). Updated 1 November 2026