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title: "Workshop on Structured Understanding, Retrieval, and"
description: "Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era: 14 works in the Elamur Research library (2026), 8…"
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# Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era

Workshop series Published by [Association for Computational Linguistics](https://md.research.elamur.ai/free/en/publishers/association-for-computational-linguistics/)

- [ACL Anthology](https://aclanthology.org/venues/surgellm/)

[**14** works in our library](https://md.research.elamur.ai/free/en/venues/surgellm/#works) · [**8** citations of these works](https://md.research.elamur.ai/free/en/venues/surgellm/#works) · [**4** citations in our library](https://md.research.elamur.ai/free/en/venues/surgellm/#works) · [**2026** years of the works here](#years)

## Editions

Each year with works in our library has its page: the place and dates where known, its works, topics, authors and institutions.

### 2020s

[**2026** 14 papers](https://md.research.elamur.ai/free/en/venues/surgellm/2026/)

## Top topics

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

[Language models & pretraining (6)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Reasoning (4)](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Code & programming languages (2)](https://md.research.elamur.ai/free/en/topics/code-and-programming/) · [Information retrieval & search (2)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Evaluation & benchmarks (1)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Semantic parsing & meaning representation (1)](https://md.research.elamur.ai/free/en/topics/semantic-parsing/)

## Fields

[Computer Science (14)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (13)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Decision Sciences (1)](https://md.research.elamur.ai/free/en/shelves/decision-sciences/)

## Top authors

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

[🧑‍🔬**Tao Ren**1 work here · 3 citations](https://md.research.elamur.ai/free/en/authors/tao-ren/) · [🧑‍🔬**Yiming Chen**1 work here · 3 citations](https://md.research.elamur.ai/free/en/authors/yiming-chen/) · [🧑‍🔬**Chunsheng Zuo**1 work here · 2 citations](https://md.research.elamur.ai/free/en/authors/chunsheng-zuo/) · [🧑‍🔬**Daniel Khashabi**1 work here · 2 citations](https://md.research.elamur.ai/free/en/authors/daniel-khashabi/) · [🧑‍🔬**Ariel Gera**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/ariel-gera/) · [🧑‍🔬**Asaf Yehudai**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/asaf-yehudai/) · [🧑‍🔬**Dan Roth**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/dan-roth/) · [🧑‍🔬**Elron Bandel**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/elron-bandel/) · [🧑‍🔬**Enrico Santus**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/enrico-santus/) · [🧑‍🔬**Leshem Choshen**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/leshem-choshen/) · [🧑‍🔬**Michal Shmueli-Scheuer**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/michal-shmueli-scheuer/) · [🧑‍🔬**Paolo Pedinotti**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/paolo-pedinotti/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🏢**Microsoft** Redmond · United States 2 works here](https://md.research.elamur.ai/free/en/companies/microsoft/) · [🎓**Florida State University** Tallahassee · United States 1 work here](https://md.research.elamur.ai/free/en/universities/florida-state-university/) · [🎓**University of California, Riverside** Riverside · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-california-riverside/) · [🎓**Northwestern University** Evanston · United States 1 work here](https://md.research.elamur.ai/free/en/universities/northwestern-university/) · [🎓**Tongji University** Shanghai · China 1 work here](https://md.research.elamur.ai/free/en/universities/tongji-university/) · [🏢**Bloomberg** New York · United States 1 work here](https://md.research.elamur.ai/free/en/companies/bloomberg/) · [🎓**Georgia Institute of Technology** Atlanta · United States 1 work here](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) · [🏢**Amazon** Seattle · United States 1 work here](https://md.research.elamur.ai/free/en/companies/amazon/) · [🎓**University of Connecticut** Storrs · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-connecticut/) · [🎓**Johns Hopkins University** Baltimore · United States 1 work here](https://md.research.elamur.ai/free/en/universities/johns-hopkins-university/) · [🎓**National University of Singapore** Singapore · Singapore 1 work here](https://md.research.elamur.ai/free/en/universities/national-university-of-singapore/) · [🎓**University of Pittsburgh** Pittsburgh · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-pittsburgh/)

## Works in our library (14)

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

1. **[TreeDiff: AST-Guided Code Generation with Diffusion LLMs](https://md.research.elamur.ai/free/en/papers/zeng-2026-treediff-ast-guided-code-generation/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Yiming Zeng, Jinghan Cao, Zexin Li, et al.*2026 · 3 citations*
2. **[More Than Efficiency: Embedding Compression Improves Domain Adaptation in Dense Retrieval](https://md.research.elamur.ai/free/en/papers/zuo-2026-more-than-efficiency-embedding-compression/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Chunsheng Zuo, Daniel Khashabi*2026 · 2 citations*
3. **[StructSurvey: Structured Agentic Retrieval for Automated Survey Paper Generation](https://md.research.elamur.ai/free/en/papers/pedinotti-2026-structsurvey-structured-agentic-retrieval-automated/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Paolo Pedinotti, Enrico Santus*2026 · 1 citation*
4. **[The Mighty ToRR: A Benchmark for Table Reasoning and Robustness in LLMs](https://md.research.elamur.ai/free/en/papers/tahan-2026-mighty-torr-benchmark-table-reasoning/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Shir Ashury-Tahan, Yifan Mai, Rajmohan C, et al.*2026 · 1 citation*
5. **[Chart-RL: Generalized Chart Comprehension via Reinforcement Learning with Verifiable Rewards](https://md.research.elamur.ai/free/en/papers/zhang-2026-chart-rl-generalized-chart-comprehension/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Xin Zhang, Xingyu Li, Rongguang Wang, et al.*2026 · 1 citation*
6. **[Output-Space Search: Targeting LLM Generations in a Frozen Encoder-Defined Output Space](https://md.research.elamur.ai/free/en/papers/materzok-2026-output-space-search-targeting-llm/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Tobias Materzok*2026*
7. **[Map-of-Actions: Deliberate Reasoning over Multi-Labeled Graphs](https://md.research.elamur.ai/free/en/papers/ni-2026-map-actions-deliberate-reasoning-over/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Wuguang Ni, Kai Yang*2026*
8. **[Can LLMs Self-Correct Table Reasoning Errors?](https://md.research.elamur.ai/free/en/papers/shaikh-2026-can-llms-self-correct-table/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Farseen Shaikh*2026*
9. **[Generalization in Graph Reasoning: A Systematic Comparison of LLM Training Approaches](https://md.research.elamur.ai/free/en/papers/shirai-2026-generalization-graph-reasoning-systematic-comparison/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Sola Shirai, Kavitha Srinivas, Julian Dolby, et al.*2026*
10. **[Asking language models how to represent data for fine-tuning](https://md.research.elamur.ai/free/en/papers/singh-2026-asking-language-models-how-represent/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Usneek Singh, Ananya Singha, Abhijeet Awasthi, et al.*2026*
11. **[Mixed-Policy GRPO for Text-to-SQL with Off-Policy Data Generation](https://md.research.elamur.ai/free/en/papers/sterbentz-2026-mixed-policy-grpo-text-sql/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Marko Sterbentz, Michael Glass, Nhan H Pham, et al.*2026*
12. **[Routing End User Queries to Enterprise Databases](https://md.research.elamur.ai/free/en/papers/sudarshan-2026-routing-end-user-queries-enterprise/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Saikrishna Sudarshan, Tanay Kulkarni, Manasi Patwardhan, et al.*2026*
13. **[TabGuard: Agentic LLM Orchestration for Adaptive Tabular Anomaly Detection via Dynamic Validator Selection and Generation](https://md.research.elamur.ai/free/en/papers/unnikrishnan-2026-tabguard-agentic-llm-orchestration-adaptive/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**Srihari Unnikrishnan, Minghua Ma*2026*
14. **[DSMentor: Curriculum-Guided Inference with Online Memory for Data-Science LLM Agents](https://md.research.elamur.ai/free/en/papers/wang-2026-dsmentor-curriculum-guided-inference-online/) Workshop on Structured Understanding, Retrieval, and Generation in the LLM Era**He Wang, Alexander Hanbo Li, Yiqun Hu, et al.*2026*

Venues, publishers and identifiers from OpenAlex (2026-10-14) and the ACL Anthology; yearly proceedings are counted as one series.