Zhiqiang Ma
Zhiqiang Ma has 3 papers in our library, in 2022–2026, most of them on Language models & pretraining, Question answering, Information extraction; often with Pranav Shetty, Xiaomo Liu, Charese Smiley.
OpenAlex · h-index 0 · 8 works · 0 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 102 times in our library · ⭐ Paper Stars ranking: #5949
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 3 worksComputer Vision and Pattern Recognition · 2 worksInformation Systems · 1 work
🧭 Topics 6Research subjects and languages the work is about.Dialogue systems · 1 workQuestion answering · 1 workReasoning · 1 workEvaluation & benchmarks · 1 workInformation extraction · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering (2022 · 172 citations)
The paper asks whether current models can follow multi-step arithmetic that unfolds across a dialogue, rather than within one isolated question. - Detecting Non-Membership in LLM Training Data via Rank Correlations (2026)
Most auditing work on LLM training data asks whether a dataset was used (membership inference). This paper addresses the reverse question: how to show with statistical confidence that a model was not trained on a given dataset. Such evidence matters for copyright disputes, compliance checks, and agreements that… - ExStrucTiny: A Benchmark for Schema-Variable Structured Information Extraction from Document Images (2026)
Generalist vision-language models (VLMs) score well on standard document understanding benchmarks. It is less clear whether they can pull many related fields out of varied business documents and arrange them according to a schema the user defines on the fly. Existing resources do not test this well. KEE and RE…
Co-authors here
- Pranav Shetty ×2
- Xiaomo Liu ×2
- Charese Smiley
- Manuela Veloso
- Sameena Shah
- Samuel Mensah
- Shiyang Li
- William Yang Wang
- Zhiyu Chen
Venues
- Conference of the European Chapter of the Association for Computational Linguistics (EACL) ×2: EACL 2026 ×2
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2022
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