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Alfy Samuel
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2020 – today
- 2025
[c1]Chi Zhang, Vivek V. Datla, Aditya Shrivastava, Alfy Samuel, Zhiqi Huang, Anoop Kumar, Daben Liu:
An Automatic Method to Estimate Correctness of RAG. COLING (Industry) 2025: 603-611
[i12]Kushal Chawla, Alfy Samuel, Anoop Kumar, Daben Liu:
FB-RAG: Improving RAG with Forward and Backward Lookup. CoRR abs/2505.17206 (2025)
[i11]Duygu Nur Yaldiz, Yavuz Faruk Bakman, Sungmin Kang, Alperen Özis, Hayrettin Eren Yildiz, Mitash Ashish Shah, Zhiqi Huang, Anoop Kumar, Alfy Samuel, Daben Liu, Sai Praneeth Karimireddy, Salman Avestimehr:
TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs. CoRR abs/2507.08203 (2025)
[i10]Parker Glenn, Alfy Samuel, Daben Liu:
Play by the Type Rules: Inferring Constraints for LLM Functions in Declarative Programs. CoRR abs/2509.20208 (2025)
[i9]Neal Lawton, Alfy Samuel, Anoop Kumar, Daben Liu:
A Comparison of Independent and Joint Fine-tuning Strategies for Retrieval-Augmented Generation. CoRR abs/2510.01600 (2025)
[i8]Yavuz Faruk Bakman, Sungmin Kang, Zhiqi Huang, Duygu Nur Yaldiz, Catarina G. Belém, Chenyang Zhu, Anoop Kumar, Alfy Samuel, Salman Avestimehr, Daben Liu, Sai Praneeth Karimireddy:
Uncertainty as Feature Gaps: Epistemic Uncertainty Quantification of LLMs in Contextual Question-Answering. CoRR abs/2510.02671 (2025)
[i7]Faisal Hamman, Chenyang Zhu, Anoop Kumar, Xujun Peng, Sanghamitra Dutta, Daben Liu, Alfy Samuel:
Improving Consistency in Retrieval-Augmented Systems with Group Similarity Rewards. CoRR abs/2510.04392 (2025)
[i6]Zhiqi Huang, Vivek V. Datla, Chenyang Zhu, Alfy Samuel, Daben Liu, Anoop Kumar, Ritesh Soni:
Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation. CoRR abs/2510.13750 (2025)
[i5]Catarina G. Belém, Parker Glenn, Alfy Samuel, Anoop Kumar, Daben Liu:
Readability Reconsidered: A Cross-Dataset Analysis of Reference-Free Metrics. CoRR abs/2510.15345 (2025)
[i4]Jingyu Wu, Aditya Shrivastava, Jing Zhu, Alfy Samuel, Anoop Kumar, Daben Liu:
LLM Optimization Unlocks Real-Time Pairwise Reranking. CoRR abs/2511.07555 (2025)- 2024
[i3]Neel Jain, Aditya Shrivastava, Chen Zhu, Daben Liu, Alfy Samuel, Ashwinee Panda, Anoop Kumar, Micah Goldblum, Tom Goldstein:
Refusal Tokens: A Simple Way to Calibrate Refusals in Large Language Models. CoRR abs/2412.06748 (2024)- 2021
[i2]Nikhil Maddikunta, Huijun Zhao, Sumit Keswani, Alfy Samuel, Fu-Ming Guo, Nishan Srishankar, Vishwa Pardeshi, Austin Huang:
Sim2Real Docs: Domain Randomization for Documents in Natural Scenes using Ray-traced Rendering. CoRR abs/2112.09220 (2021)
2010 – 2019
- 2013
[i1]Rohit Jha, Alfy Samuel, Ashmee Pawar, M. Kiruthika:
A Domain-Specific Language for Discrete Mathematics. CoRR abs/1310.3473 (2013)
Coauthor Index

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