---
title: "GEM 2026 — accepted papers — Elamur Research"
description: "GEM 2026 — accepted papers: 2 papers in the Elamur Research library (San Diego, California, USA), with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/gem/2026/"
---
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# GEM 2026 — accepted papers

GEM 2026 is the 2026 edition of the Workshop on Generation, Evaluation and Metrics (GEM), held in San Diego, California, USA, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 76 papers of it; our library holds 2 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

[**76** papers in the proceedings](#all) · [**2** works in our library](https://md.research.elamur.ai/free/en/venues/gem/2026/#works) · [**5** citations of these works](https://md.research.elamur.ai/free/en/venues/gem/2026/#works)**San Diego, California, USA** where it was held**July 2026** when

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[An Empirical Study of LLM-as-a-Judge: How Design Choices Impact Evaluation Reliability ↗](https://aclanthology.org/2026.gem-main.19/)**Yusuke Yamauchi, Taro Yano, Masafumi Oyamada*3 citations*
2. **[Capturing Epistemic Uncertainty in LLM-Based Soft Labeling ↗](https://aclanthology.org/2026.gem-main.21/)**Yanru Jiang, Siyu Liang*1 citation*
3. **[MedFact: Benchmarking the Fact-Checking Capabilities of Large Language Models on Chinese Medical Texts ↗](https://aclanthology.org/2026.gem-main.59/)**Jiayi He, Yangmin Huang, Qianyun Du et al.*1 citation*
4. **[MetaGraph: A Large-Scale Meta-Analysis of GenAI in Financial NLP (2022–2025) ↗](https://aclanthology.org/2026.gem-main.71/)**Paolo Pedinotti, Peter Baumann, Nathan Jessurun et al.*1 citation*
5. **[Permutation-Consensus Listwise Judging for Robust Factuality Evaluation ↗](https://aclanthology.org/2026.gem-main.58/)**Tianyi Huang, Nathan Huang, Justin Tang et al.*1 citation*
6. **[Reassessing Extractive QA Datasets at Scale: LLM-as-a-Judge and In-Depth Analyses ↗](https://aclanthology.org/2026.gem-main.9/)**Xanh Ho, Jiahao Huang, Florian Boudin et al.*1 citation*
7. **[Who Endorsed It? Measuring Authority Bias Across Expertise Levels in Language Models ↗](https://aclanthology.org/2026.gem-main.75/)**Priyanka Mary Mammen, Emil Joswin, Shankar Venkitachalam*1 citation*

## All accepted papers (76)

The most cited first; 2 with our summary link to their page here, the others to the original.

1. **[An Empirical Study of LLM-as-a-Judge: How Design Choices Impact Evaluation Reliability ↗](https://aclanthology.org/2026.gem-main.19/)**Yusuke Yamauchi, Taro Yano, Masafumi Oyamada*3 citations*
2. **[Capturing Epistemic Uncertainty in LLM-Based Soft Labeling ↗](https://aclanthology.org/2026.gem-main.21/)**Yanru Jiang, Siyu Liang*1 citation*
3. **[MedFact: Benchmarking the Fact-Checking Capabilities of Large Language Models on Chinese Medical Texts ↗](https://aclanthology.org/2026.gem-main.59/)**Jiayi He, Yangmin Huang, Qianyun Du et al.*1 citation*
4. **[MetaGraph: A Large-Scale Meta-Analysis of GenAI in Financial NLP (2022–2025) ↗](https://aclanthology.org/2026.gem-main.71/)**Paolo Pedinotti, Peter Baumann, Nathan Jessurun et al.*1 citation*
5. **[Permutation-Consensus Listwise Judging for Robust Factuality Evaluation ↗](https://aclanthology.org/2026.gem-main.58/)**Tianyi Huang, Nathan Huang, Justin Tang et al.*1 citation*
6. **[Reassessing Extractive QA Datasets at Scale: LLM-as-a-Judge and In-Depth Analyses ↗](https://aclanthology.org/2026.gem-main.9/)**Xanh Ho, Jiahao Huang, Florian Boudin et al.*1 citation*
7. **[Who Endorsed It? Measuring Authority Bias Across Expertise Levels in Language Models ↗](https://aclanthology.org/2026.gem-main.75/)**Priyanka Mary Mammen, Emil Joswin, Shankar Venkitachalam*1 citation*
8. **[A Progressive Evaluation Framework for Multicultural Analysis of Story Visualization ↗](https://aclanthology.org/2026.gem-main.39/)**Janak Kapuriya, Ali Hatami, Paul Buitelaar
9. **[Are LLM Benchmarks Already Contaminated? A Systematic Review of Contamination Detection Methods ↗](https://aclanthology.org/2026.gem-main.50/)**Erfan Nourbakhsh, Mohammad Sadegh Sirjani, Amir Mousavi et al.
10. **[C2-Faith: Benchmarking LLM Judges for Causal and Coverage Faithfulness in Chain-of-Thought Reasoning ↗](https://aclanthology.org/2026.gem-main.62/)**Avni Mittal, Rauno Arike
11. **[CoSy: Conversational Synthesis for Grounded Question Answering ↗](https://aclanthology.org/2026.gem-main.2/)**Patrick Huber, Arash Einolghozati, Rylan Conway et al.
12. **[Complex-IF and Beyond: Expert Rubrics for RLVR ↗](https://aclanthology.org/2026.gem-main.61/)**Sushant Mehta, Liudas Panavas, Eleanor Fleming et al.
13. **[Component Transfer Can Exceed Full Model Performance: Investigating Post-Trained Mixture-of-Experts ↗](https://aclanthology.org/2026.gem-main.7/)**Rabin Tiwari
14. **[Concord: An Agreement-Aware Multi-Adjudication Pipeline for LLM Evaluation ↗](https://aclanthology.org/2026.gem-main.46/)**Tyler Bliss, Mahit Verma, Aila Iyer-Singh et al.
15. **[Cross-Domain Semantic Fidelity Evaluation for Meaning-to-Text Generation ↗](https://aclanthology.org/2026.gem-main.41/)**Davan Harrison, Marilyn Walker
16. **[Do Nugget-Based Evaluation Patterns Generalize to List-QA? ↗](https://aclanthology.org/2026.gem-main.84/)**MohammadJavad Ardestani, Ehsan Kamalloo, Davood Rafiei
17. **[E-star 12B: Reliable Rubric-Following and Domain-Adaptive SLM Evaluator for Korean Industrial Settings ↗](https://aclanthology.org/2026.gem-main.42/)**Yonghoon Kwon, Heondeuk Lee, Barom Kang
18. **[Early-Token Confidence Predicts Reasoning Quality in Multi-Agent LLM Debate ↗](https://aclanthology.org/2026.gem-main.60/)**Ali Keramati, Justin Cheok, Jacob Horne et al.
19. **[EconWebArena: Benchmarking Autonomous Agents on Economic Tasks in Realistic Web Environments ↗](https://aclanthology.org/2026.gem-main.67/)**Zefang Liu, Yinzhu Quan
20. **[Evaluating ASR Quality at Scale on TV Entertainment Platforms ↗](https://aclanthology.org/2026.gem-main.35/)**Adeep Hande, Kishorekumar Sundararajan, Yidnekachew Endale et al.
21. **[Evaluating Counterfactual Strategic Reasoning in Large Language Models ↗](https://aclanthology.org/2026.gem-main.31/)**Dimitrios Georgousis, Maria Lymperaiou, Angeliki Dimitriou et al.
22. **[Evaluating Multilingual Sentiment Classifiers Using an LLM-Annotated Wikipedia Benchmark ↗](https://aclanthology.org/2026.gem-main.63/)**Milena Stróżyna, Włodzimierz Lewoniewski, Izabela Czumałowska
23. **[Evaluating the Reliability of LLMs in Faithfully Updating Text: An Empirical Study ↗](https://aclanthology.org/2026.gem-main.28/)**Ayan Datta, Paheli Bhattacharya, Rishabh Gupta
24. **[Exploring Coherence of LLMs in Multilingual Question Answering ↗](https://aclanthology.org/2026.gem-main.52/)**Stefano Campese, Ivano Lauriola
25. **[Fine-Tuning vs. RAG for Multi-Hop Question Answering with Novel Knowledge ↗](https://aclanthology.org/2026.gem-main.37/)**Zhuoyi Yang, Yurun Song, Kyler G. Harris et al.

[See all 76 papers in GEM 2026 — accepted papers →](https://md.research.elamur.ai/free/en/venues/gem/2026/papers/)

## Papers with our summary in our library (2)

The most cited first (OpenAlex citations plus our library's).

1. **[Mind the Gap... or Not? How Translation Errors and Evaluation Details Skew Multilingual Results](https://md.research.elamur.ai/free/en/papers/peter-2026-mind-gap-or-not-how/) [Workshop on Generation, Evaluation and Metrics (GEM)](https://md.research.elamur.ai/free/en/venues/gem/)**Jan-Thorsten Peter, David Vilar, Tobias Domhan, et al.*2026 · 4 citations*
2. **[ReproHum #0669-08: Reproducing a Recipe for Arbitrary Text Style Transfer with LLMs](https://md.research.elamur.ai/free/en/papers/mahamood-2026-reprohum-0669-08-reproducing-recipe/) [Workshop on Generation, Evaluation and Metrics (GEM)](https://md.research.elamur.ai/free/en/venues/gem/)**Saad Mahamood*2026 · 1 citation*

## Top topics

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

[Multilingual & cross-lingual NLP (1)](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Evaluation & benchmarks (1)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/)

## Fields

[Arts and Humanities (2)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (2)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**David Vilar**1 work here · 4 citations](https://md.research.elamur.ai/free/en/authors/david-vilar/) · [🧑‍🔬**Jan-Thorsten Peter**1 work here · 4 citations](https://md.research.elamur.ai/free/en/authors/jan-thorsten-peter/) · [🧑‍🔬**Markus Freitag**1 work here · 4 citations](https://md.research.elamur.ai/free/en/authors/markus-freitag/) · [🧑‍🔬**Saad Mahamood**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/saad-mahamood/)

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

- [← previous GEM 2022](https://md.research.elamur.ai/free/en/venues/gem/2022/)
- [↑ back to GEM](https://md.research.elamur.ai/free/en/venues/gem/)