Anurag Beniwal

According to our database, Anurag Beniwal authored at least 15 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

TRIM: Hybrid Inference via Targeted Stepwise Routing in Multi-Step Reasoning Tasks.

Vansh Kapoor, Aman Gupta, Hao Chen, Anurag Beniwal, Jing Huang, Aviral Kumar

CoRR, January, 2026

Semantic Volume: Quantifying and Detecting Both External and Internal Uncertainty in LLMs.

Xiaomin Li, Zhou Yu, Ziji Zhang, Yingying Zhuang, Swair Shah, Narayanan Sadagopan, Anurag Beniwal

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

TOD-ProcBench: Benchmarking Complex Instruction-Following in Task-Oriented Dialogues.

Sarik Ghazarian, Abhinav Gullapalli, Swair Shah, Anurag Beniwal, Nanyun Peng, Narayanan Sadagopan, Zhou Yu

CoRR, November, 2025

Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training.

Chenlu Ye, Zhou Yu, Ziji Zhang, Hao Chen, Narayanan Sadagopan, Jing Huang, Tong Zhang, Anurag Beniwal

CoRR, September, 2025

How and Where to Translate? The Impact of Translation Strategies in Cross-lingual LLM Prompting.

Aman Gupta, Yingying Zhuang, Zhou Yu, Ziji Zhang, Anurag Beniwal

CoRR, July, 2025

Multilingual Information Retrieval with a Monolingual Knowledge Base.

Yingying Zhuang, Aman Gupta, Anurag Beniwal

CoRR, June, 2025

When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs.

Xiaomin Li, Zhou Yu, Zhiwei Zhang, Xupeng Chen, Ziji Zhang, Yingying Zhuang, Narayanan Sadagopan, Anurag Beniwal

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

REIC: RAG-Enhanced Intent Classification at Scale.

Ziji Zhang, Michael Yang, Zhiyu Chen, Yingying Zhuang, Shu-Ting Pi, Qun Liu, Rajashekar Maragoud, Vy Nguyen, Anurag Beniwal

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

2024

DARD: A Multi-Agent Approach for Task-Oriented Dialog Systems.

Aman Gupta, Anirudh Ravichandran, Ziji Zhang, Swair Shah, Anurag Beniwal, Narayanan Sadagopan

CoRR, 2024

2023

Self-supervised Pre-training and Semi-supervised Learning for Extractive Dialog Summarization.

Yingying Zhuang, Jiecheng Song, Narayanan Sadagopan, Anurag Beniwal

Proceedings of the Companion Proceedings of the ACM Web Conference 2023, 2023

OutfitTransformer: Learning Outfit Representations for Fashion Recommendation.

Rohan Sarkar, Navaneeth Bodla, Mariya I. Vasileva, Yen-Liang Lin, Anurag Beniwal, Alan Lu, Gérard G. Medioni

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

2022

RecXplainer: Post-Hoc Attribute-Based Explanations for Recommender Systems.

Sahil Verma, Anurag Beniwal, Narayanan Sadagopan, Arjun Seshadri

CoRR, 2022

Contrastive Learning for Interactive Recommendation in Fashion.

Karin Sevegnani, Arjun Seshadri, Tian Wang, Anurag Beniwal, Julian J. McAuley, Alan Lu, Gérard G. Medioni

CoRR, 2022

OutfitTransformer: Outfit Representations for Fashion Recommendation.

Rohan Sarkar, Navaneeth Bodla, Mariya I. Vasileva, Yen-Liang Lin, Anurag Beniwal, Alan Lu, Gérard G. Medioni

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

2021

PSANet - subspace attention for personalized compatibility.

Meet Taraviya, Anurag Beniwal, Yen-Liang Lin, Larry Davis

Proceedings of the IEEE International Conference on Data Mining, 2021