---
title: "Congying Xia — author profile and papers — Elamur Research"
description: "Congying Xia: 2 papers on Elamur Research (2018–2026), h-index 21 — affiliations, topics, co-authors and who cites them in our library."
canonical: "https://research.elamur.ai/free/en/authors/congying-xia/"
---
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# Congying Xia

Congying Xia has 2 papers in our library, in 2018–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/); often with [Philip S. Yu](https://md.research.elamur.ai/free/en/authors/philip-s-yu/), [Chen Xing](https://md.research.elamur.ai/free/en/authors/chen-xing/), [Chenwei Zhang](https://md.research.elamur.ai/free/en/authors/chenwei-zhang/).

2 papers in our library · 2018–2026

[OpenAlex](https://openalex.org/A5015122283) · [ORCID](https://orcid.org/0000-0001-7581-0882) · [Wikidata](https://www.wikidata.org/wiki/Q130891689) · [**h-index 21**](https://openalex.org/authors/A5015122283) · [49 works](https://openalex.org/works?filter=author.id:A5015122283) · [2,036 citations](https://openalex.org/works?filter=author.id:A5015122283&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/congying-xia/#papers) · [🔗 Cited 252 times in our library](https://md.research.elamur.ai/free/en/authors/congying-xia/cited-by/) · [5 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #5197](https://md.research.elamur.ai/free/en/paper-stars/page/52/#star-5197)

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=Congying+Xia) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Congying+Xia) · [dblp](https://dblp.org/search?q=Congying+Xia) · [ACL Anthology](https://aclanthology.org/search/?q=Congying+Xia)

## Affiliations

[🎓**University of Illinois Chicago** Chicago · United States 2017–2022 · 24 papers](https://md.research.elamur.ai/free/en/universities/university-of-illinois-chicago/) · [🏢**Salesforce** San Francisco · United States 2022–2024 · 13 papers](https://md.research.elamur.ai/free/en/companies/salesforce/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed.

## Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 7 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Networks and Communications · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-networks-and-communications/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Software · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/software/)

🧭 Topics 2 Research subjects and languages the work is about.[Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/)

## Works by year

### 2020s

[**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/congying-xia/year/2026/)

### 2010s

[**2018** 1 paper](https://md.research.elamur.ai/free/en/authors/congying-xia/year/2018/)

## Papers

The most cited first (OpenAlex and our library).

1. **[Zero-shot User Intent Detection via Capsule Neural Networks](https://md.research.elamur.ai/free/en/papers/xia-2018-zero-shot-user-intent-detection/)** *(2018 · 263 citations)* Voice assistants keep gaining new skills, so intent classifiers often meet user intents with no annotated utterances yet.
2. **[MultiFileTest: A Multi-File-Level LLM Unit Test Generation Benchmark and Impact of Error Fixing Mechanisms](https://md.research.elamur.ai/free/en/papers/wang-2026-multifiletest-multi-file-level-llm/)** *(2026 · 2 citations)* Most benchmarks for LLM-based unit test generation work at the level of a single function, class, or file.

## All works

7 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

1. **[User Preference-aware Fake News Detection ↗](https://doi.org/10.1145/3404835.3462990) International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · no summary yet**Yingtong Dou et al.*2021 · 292 citations*
2. **[Zero-shot User Intent Detection via Capsule Neural Networks](https://md.research.elamur.ai/free/en/papers/xia-2018-zero-shot-user-intent-detection/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Congying Xia, Chenwei Zhang, Xiaohui Yan, et al.*2018 · 263 citations*
3. **[Mixup-Transformer: Dynamic Data Augmentation for NLP Tasks ↗](https://aclanthology.org/2020.coling-main.305/) Proceedings of the 28th International Conference on Computational Linguistics · no summary yet**Lichao Sun et al.*2020 · 156 citations*
4. **[Multi-grained Named Entity Recognition ↗](https://aclanthology.org/P19-1138/) Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yet**Congying Xia et al.*2019 · 112 citations*
5. **[Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning ↗](https://aclanthology.org/2021.emnlp-main.144/) Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · no summary yet**Jianguo Zhang et al.*2021 · 103 citations*
6. **[Composed Variational Natural Language Generation for Few-shot Intents ↗](https://aclanthology.org/2020.findings-emnlp.303/) Findings of the Association for Computational Linguistics: EMNLP 2020 · no summary yet**Congying Xia et al.*2020 · 43 citations*
7. **[MultiFileTest: A Multi-File-Level LLM Unit Test Generation Benchmark and Impact of Error Fixing Mechanisms](https://md.research.elamur.ai/free/en/papers/wang-2026-multifiletest-multi-file-level-llm/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Yibo Wang, Congying Xia, Wenting Zhao, et al.*2026 · 2 citations*

## Co-authors here

10 co-authors with a page, the most papers together first.

- [Philip S. Yu](https://md.research.elamur.ai/free/en/authors/philip-s-yu/) ×2
- [Chen Xing](https://md.research.elamur.ai/free/en/authors/chen-xing/)
- [Chenwei Zhang](https://md.research.elamur.ai/free/en/authors/chenwei-zhang/)
- [Chunyu Miao](https://md.research.elamur.ai/free/en/authors/chunyu-miao/)
- [Jiangshu Du](https://md.research.elamur.ai/free/en/authors/jiangshu-du/)
- [Wenting Zhao](https://md.research.elamur.ai/free/en/authors/wenting-zhao/)
- [Xiaohui Yan](https://md.research.elamur.ai/free/en/authors/xiaohui-yan/)
- [Yi Chang](https://md.research.elamur.ai/free/en/authors/yi-chang/)
- [Yibo Wang](https://md.research.elamur.ai/free/en/authors/yibo-wang/)
- [Zhongfen Deng](https://md.research.elamur.ai/free/en/authors/zhongfen-deng/)

## Venues

Where their works here were published, the most works first, with the editions of those that have a page.

- [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/) ×3: [EMNLP 2018](https://md.research.elamur.ai/free/en/venues/emnlp/2018/)
- [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/)
- Findings of the Association for Computational Linguistics: EMNLP 2020
- International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)
- Proceedings of the 28th International Conference on Computational Linguistics
- Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics

## Cited by

Papers of our library cite their works 252 times (of the 149,439 papers whose bibliographies we read); [26 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/congying-xia/cited-by/).

Updated 31 October 2026
