---
title: "Songlin Hu — author profile and papers · Bias, fairness & safety"
description: "Songlin Hu, Chinese Academy of Sciences: 5 papers on Elamur Research (2026), h-index 33 — affiliations, topics, co-authors and who cites…"
canonical: "https://research.elamur.ai/free/en/authors/songlin-hu/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/songlin-hu/)

[home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Songlin Hu

# Songlin Hu

Songlin Hu has 5 papers in our library, in 2026, most of them on [Bias, fairness & safety](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [Biyu Zhou](https://md.research.elamur.ai/free/en/authors/biyu-zhou/), [Jizhong Han](https://md.research.elamur.ai/free/en/authors/jizhong-han/), [Xuehai Tang](https://md.research.elamur.ai/free/en/authors/xuehai-tang/).

5 papers in our library · 2026

[OpenAlex](https://openalex.org/A5018288181) · [ORCID](https://orcid.org/0000-0002-7170-3809) · [Wikidata](https://www.wikidata.org/wiki/Q131168006) · [**h-index 33**](https://openalex.org/authors/A5018288181) · [273 works](https://openalex.org/works?filter=author.id:A5018288181) · [3,818 citations](https://openalex.org/works?filter=author.id:A5018288181&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 5 works in our library](https://md.research.elamur.ai/free/en/authors/songlin-hu/#papers) · [🔗 Cited 275 times in our library](https://md.research.elamur.ai/free/en/authors/songlin-hu/cited-by/) · [11 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #11343](https://md.research.elamur.ai/free/en/paper-stars/page/114/#star-11343)

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

## Affiliations

[🏛️**Chinese Academy of Sciences** Beijing · China 2002–2026 · 219 papers*current*](https://md.research.elamur.ai/free/en/government/chinese-academy-of-sciences/) · [🔬**Institute of Information Engineering** Beijing · China 2015–2026 · 182 papers*current*](https://md.research.elamur.ai/free/en/labs/institute-of-information-engineering/) · [🎓**University of Chinese Academy of Sciences** Beijing · China 2009–2026 · 133 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-chinese-academy-of-sciences/) · [🔬**Institute of Computing Technology** Beijing · China 2002–2015 · 28 papersEmployment 2002–2015](https://md.research.elamur.ai/free/en/labs/institute-of-computing-technology/) · [🎓**Hubei Normal University** Huangshi · China 2006–2016 · 7 papers](https://ror.org/056y3dw16) · [🎓**Nanjing University of Posts and Telecommunications** Nanjing · China 2018–2024 · 5 papers](https://ror.org/043bpky34) · [🔬**State Key Laboratory of Software Engineering** Hubei 2012–2013 · 3 papers](https://ror.org/01z3jn402) · [🎓**Wuhan University** Wuhan · China 2012–2013 · 3 papers](https://md.research.elamur.ai/free/en/universities/wuhan-university/) · [🎓**Tianjin University** Tianjin · China 2022–2025 · 2 papers](https://md.research.elamur.ai/free/en/universities/tianjin-university/) · [🎓**Chongqing University** Chongqing · China 2023–2024 · 2 papers](https://md.research.elamur.ai/free/en/universities/chongqing-university/)

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

## Fields, topics and concepts

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

📚 Shelves 8 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 5 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Science · 5 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 4 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/) · [Safety Research · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/safety-research/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Sociology and Political Science · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/sociology-and-political-science/)

🧭 Topics 4 Research subjects and languages the work is about.[Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Bias, fairness & safety · 3 works](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) · [Reasoning · 2 works](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/)

## Works by year

### 2020s

[**2026** 5 papers](https://md.research.elamur.ai/free/en/authors/songlin-hu/year/2026/)

## Papers

The most cited first (OpenAlex and our library).

1. **[Mem2ActBench: A Benchmark for Evaluating Long-Term Memory Utilization in Task-Oriented Autonomous Agents](https://md.research.elamur.ai/free/en/papers/shen-2026-mem2actbench-benchmark-evaluating-long-term/)** *(2026 · 1 citation)* Most memory benchmarks for LLM agents check whether a system can recall a stored fact when asked directly.
2. **[FABLE: Fine-grained Fact Anchoring for Unstructured Model Editing](https://md.research.elamur.ai/free/en/papers/wang-2026-fable-fine-grained-fact-anchoring/)** *(2026)* Current unstructured model editing methods, such as UnKE and AnyEdit, can make an LLM reproduce an edited passage in full.
3. **[FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs](https://md.research.elamur.ai/free/en/papers/shi-2026-fairgamer-evaluating-social-biases-llm/)** *(2026)* LLMs increasingly drive non-player characters (NPCs) in video games, and they can carry social stereotypes into gameplay.
4. **[More Thinking, Less Talking: Internalizing Deliberative Safety into LLM Parameters](https://md.research.elamur.ai/free/en/papers/wang-2026-more-thinking-less-talking-internalizing/)** *(2026)* Explicit Safety-oriented Chain-of-Thought (SCoT) helps LLMs resist jailbreaks. However, the visible reasoning trace creates its own risks: it can leak harmful details before the model reaches a refusal, and it shows attackers how the model's safety logic works. The authors ask whether the protection of deliberative…
5. **[Resolving the Security-Auditability Dilemma with Auditable Latent Chain-of-Thought Alignment](https://md.research.elamur.ai/free/en/papers/wang-2026-resolving-security-auditability-dilemma-auditable/)** *(2026)* Reasoning-based safety alignment has LLMs write out their safety deliberation as a Chain-of-Thought (CoT), which makes supervision and auditing possible.

## All works

16 works of theirs in our library, the most cited first; 5 with a page here, the others link their original until we summarise them.

1. **[Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering ↗](https://doi.org/10.1609/aaai.v34i05.6364) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Shangwen Lv et al.*2020 · 247 citations*
2. **[Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots ↗](https://aclanthology.org/D19-1011/) Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yet**Chunyuan Yuan et al.*2019 · 162 citations*
3. **[Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor Detection ↗](https://aclanthology.org/2021.acl-long.297/) Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yet**Lingwei Wei et al.*2021 · 147 citations*
4. **[Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation ↗](https://aclanthology.org/2022.emnlp-main.347/) Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing · no summary yet**Xiaohui Song et al.*2022 · 136 citations*
5. **[Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations ↗](https://aclanthology.org/2023.acl-long.606/) Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yet**Dou Hu et al.*2023 · 110 citations*
6. **[Label-Specific Dual Graph Neural Network for Multi-Label Text Classification ↗](https://aclanthology.org/2021.acl-long.298/) Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yet**Qianwen Ma et al.*2021 · 92 citations*
7. **[Early Detection of Fake News by Utilizing the Credibility of News, Publishers, and Users based on Weakly Supervised Learning ↗](https://aclanthology.org/2020.coling-main.475/) Proceedings of the 28th International Conference on Computational Linguistics · no summary yet**Chunyuan Yuan et al.*2020 · 90 citations*
8. **[Symmetric Metric Learning with Adaptive Margin for Recommendation ↗](https://doi.org/10.1609/aaai.v34i04.5894) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Mingming Li et al.*2020 · 65 citations*
9. **[SAM-Net: Integrating Event-Level and Chain-Level Attentions to Predict What Happens Next ↗](https://doi.org/10.1609/aaai.v33i01.33016802) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Shangwen Lv et al.*2019 · 65 citations*
10. **["Mask and Infill" : Applying Masked Language Model to Sentiment Transfer ↗](https://arxiv.org/abs/1908.08039) arXiv:1908.08039 · no summary yet**Xing Wu et al.*2019 · 49 citations*
11. **[Mem2ActBench: A Benchmark for Evaluating Long-Term Memory Utilization in Task-Oriented Autonomous Agents](https://md.research.elamur.ai/free/en/papers/shen-2026-mem2actbench-benchmark-evaluating-long-term/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Yiting Shen, Kun Li, Wei Zhou, et al.*2026 · 1 citation*
12. **[Propagation Structure-Semantic Transfer Learning for Robust Fake News Detection ↗](https://arxiv.org/abs/2604.23974) arXiv:2604.23974 · no summary yet**Mengyang Chen et al.*2026 · 1 citation*
13. **[FABLE: Fine-grained Fact Anchoring for Unstructured Model Editing](https://md.research.elamur.ai/free/en/papers/wang-2026-fable-fine-grained-fact-anchoring/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Peng Wang, Biyu Zhou, Xuehai Tang, et al.*2026*
14. **[FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs](https://md.research.elamur.ai/free/en/papers/shi-2026-fairgamer-evaluating-social-biases-llm/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Bingkang Shi, Jen-tse Huang, Luo Long, et al.*2026*
15. **[More Thinking, Less Talking: Internalizing Deliberative Safety into LLM Parameters](https://md.research.elamur.ai/free/en/papers/wang-2026-more-thinking-less-talking-internalizing/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Guan Wang, Xuehai Tang, Biyu Zhou, et al.*2026*
16. **[Resolving the Security-Auditability Dilemma with Auditable Latent Chain-of-Thought Alignment](https://md.research.elamur.ai/free/en/papers/wang-2026-resolving-security-auditability-dilemma-auditable/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Guan Wang, Biyu Zhou, Xuehai Tang, et al.*2026*

## Co-authors here

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

- [Biyu Zhou](https://md.research.elamur.ai/free/en/authors/biyu-zhou/) ×3
- [Jizhong Han](https://md.research.elamur.ai/free/en/authors/jizhong-han/) ×3
- [Xuehai Tang](https://md.research.elamur.ai/free/en/authors/xuehai-tang/) ×3
- [Guan Wang](https://md.research.elamur.ai/free/en/authors/guan-wang/) ×2
- [Hongzhu Yi](https://md.research.elamur.ai/free/en/authors/hongzhu-yi/)
- [Jen-tse Huang](https://md.research.elamur.ai/free/en/authors/jen-tse-huang/)
- [Peng Wang](https://md.research.elamur.ai/free/en/authors/peng-wang/)
- [Wei Zhou](https://md.research.elamur.ai/free/en/authors/wei-zhou/)

## 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/) ×5: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) ×4
- Proceedings of the AAAI Conference on Artificial Intelligence ×3
- Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) ×2
- [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/)
- Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)
- Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing
- Proceedings of the 28th International Conference on Computational Linguistics

## Cited by

Papers of our library cite their works 275 times (of the 149,439 papers whose bibliographies we read); [16 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/songlin-hu/cited-by/).

Updated 1 November 2026
