Tianyu Zheng
Tianyu Zheng has 2 papers in our library, in 2023–2025, most of them on Reasoning, Vision & language, Language models & pretraining; often with Xiang Yue, Bo Li, Cong Wei.
OpenAlex · h-index 5 · 35 works · 147 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 917 times in our library · 4 more in our library without a page yet · ⭐ Paper Stars ranking: #2389
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 work
🧭 Topics 4Research subjects and languages the work is about.Reasoning · 2 worksVision & language · 2 worksEvaluation & benchmarks · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI (2023 · 1,005 citations)
Multimodal models score very well on everyday visual benchmarks such as VQA-v2 and RefCOCO, but these tests rarely require specialist knowledge. - MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale (2025 · 40 citations)
Open-source multimodal LLMs tend to struggle with complex reasoning. A major reason is that their instruction-tuning data is mostly recycled from academic VQA-style sets such as VQA, AI2D, and ChartQA, which offer short answers and no step-by-step justification. The authors propose a low-cost pipeline built entirely…
All works
- MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGIIEEE Computer Society Conference on Computer Vision and Pattern RecognitionXiang Yue, Yuansheng Ni, Kai Zhang, et al.2023 · 1,005 citations
- OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement ↗Findings of the Association for Computational Linguistics: ACL 2024 · no summary yetTianyu Zheng et al.2024 · 129 citations
- MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark ↗arXiv:2409.02813 · no summary yetXiang Yue et al.2024 · 123 citations
- SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines ↗arXiv:2502.14739 · no summary yetM-A-P Team et al.2025 · 89 citations
- MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at ScaleAnnual Meeting of the Association for Computational Linguistics (ACL)Jiawei Guo, Tianyu Zheng, Yizhi Li, et al.2025 · 40 citations
- LoopCoder: Scaling Code Intelligence via Looped Language Models ↗Findings of the Association for Computational Linguistics: ACL 2026 · no summary yetJian Yang et al.2026
Co-authors here
- Xiang Yue ×2
- Bo Li
- Cong Wei
- Dongfu Jiang
- Ge Zhang
- Graham Neubig
- Kai Zhang
- Samuel Stevens
- Weiming Ren
- Wenhu Chen
- Yizhi Li
- Yuansheng Ni
Venues
- Findings of the Association for Computational Linguistics: ACL 2026 ×2
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2025
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition: IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2023
Cited by
Updated
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