<i>Self-Consistency Falls Short!</i> The Adverse Effects of Positional Bias on Long-Context Problems.

Adam Byerly

Adam Byerly Daniel Khashabi <i>Self-Consistency Falls Short!</i> The Adverse Effects of Positional Bias on Long-Context Problems. 2026 292-317 14 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl.a.625 db/journals/tacl/tacl14.html#ByerlyK26 streams/journals/tacl

Kevin Xu Yeganeh Kordi Tanay Nayak Adi Asija Yizhong Wang Kate Sanders 0002 Adam Byerly Jingyu Zhang Benjamin Van Durme Daniel Khashabi TurkingBench: A Challenge Benchmark for Web Agents. 3694-3710 2025 NAACL (Long Papers) https://doi.org/10.18653/v1/2025.naacl-long.188 https://aclanthology.org/2025.naacl-long.188/ conf/naacl/2025-1 db/conf/naacl/naacl2025-1.html#XuKNAWSBZDK25 streams/conf/naacl

Adam Byerly Daniel Khashabi Gold Panning: Turning Positional Bias into Signal for Multi-Document LLM Reasoning. 2025 October abs/2510.09770 CoRR https://doi.org/10.48550/arXiv.2510.09770 db/journals/corr/corr2510.html#abs-2510-09770 streams/journals/corr

Muhan Gao Taiming Lu Kuai Yu Adam Byerly Daniel Khashabi Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell. 7611-7625 2024 EMNLP (Findings) https://doi.org/10.18653/v1/2024.findings-emnlp.447 https://aclanthology.org/2024.findings-emnlp.447 conf/emnlp/2024f db/conf/emnlp/emnlp2024f.html#GaoLYBK24

Kevin Xu Yeganeh Kordi Kate Sanders 0002 Yizhong Wang Adam Byerly Jack Zhang Benjamin Van Durme Daniel Khashabi Tur[k]ingBench: A Challenge Benchmark for Web Agents. 2024 abs/2403.11905 CoRR https://doi.org/10.48550/arXiv.2403.11905 db/journals/corr/corr2403.html#abs-2403-11905

Taiming Lu Muhan Gao Kuai Yu Adam Byerly Daniel Khashabi Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell. 2024 abs/2406.14673 CoRR https://doi.org/10.48550/arXiv.2406.14673 db/journals/corr/corr2406.html#abs-2406-14673

Adam Byerly Daniel Khashabi How Effective Is Self-Consistency for Long-Context Problems? 2024 abs/2411.01101 CoRR https://doi.org/10.48550/arXiv.2411.01101 db/journals/corr/corr2411.html#abs-2411-01101 streams/journals/corr

Adam Byerly Tatiana Kalganova Towards an Analytical Definition of Sufficient Data. 144 2023 March 4 SN Comput. Sci. 2 https://doi.org/10.1007/s42979-022-01549-4 db/journals/sncs/sncs4.html#ByerlyK23

Adam Byerly Tatiana Kalganova Richard Ott The Current State of the Art in Deep Learning for Image Classification: A Review. 88-105 2022 SAI (2) https://doi.org/10.1007/978-3-031-10464-0_7 conf/sai/2022-2 db/conf/sai/sai2022-2.html#ByerlyKO22

Adam Byerly Tatiana Kalganova Towards an Analytical Definition of Sufficient Data. 2022 abs/2202.03238 CoRR https://arxiv.org/abs/2202.03238 db/journals/corr/corr2202.html#abs-2202-03238

Adam Byerly Tatiana Kalganova Class Density and Dataset Quality in High-Dimensional, Unstructured Data. 2022 abs/2202.03856 CoRR https://arxiv.org/abs/2202.03856 db/journals/corr/corr2202.html#abs-2202-03856

Adam Byerly Tatiana Kalganova Homogeneous Vector Capsules Enable Adaptive Gradient Descent in Convolutional Neural Networks. 48519-48530 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3066842 db/journals/access/access9.html#ByerlyK21

Adam Byerly Tatiana Kalganova Ian Dear No routing needed between capsules. 545-553 2021 463 Neurocomputing https://doi.org/10.1016/j.neucom.2021.08.064 db/journals/ijon/ijon463.html#ByerlyKD21

Adam Byerly Tatiana Kalganova Anthony J. Grichnik On the Importance of Capturing a Sufficient Diversity of Perspective for the Classification of Micro-PCBs. 209-219 2021 KES-IDT https://doi.org/10.1007/978-981-16-2765-1_17 conf/kesidt/2021 db/conf/kesidt/kesidt2021.html#ByerlyKG21

Adam Byerly Tatiana Kalganova Anthony J. Grichnik On the Importance of Capturing a Sufficient Diversity of Perspective for the Classification of micro-PCBs. 2021 abs/2101.11164 CoRR https://arxiv.org/abs/2101.11164 db/journals/corr/corr2101.html#abs-2101-11164

Chris Alvin Adam Byerly Analysis of Region-Based Integral Calculus Problems. 461-465 2020 FLAIRS https://aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18481 conf/flairs/2020 db/conf/flairs/flairs2020.html#AlvinB20

Adam Byerly Tatiana Kalganova Ian Dear A Branching and Merging Convolutional Network with Homogeneous Filter Capsules. 2020 abs/2001.09136 CoRR https://arxiv.org/abs/2001.09136 db/journals/corr/corr2001.html#abs-2001-09136

Vladimir L. Uskov Jeffrey P. Bakken Adam Byerly Ashok Shah Machine Learning-based Predictive Analytics of Student Academic Performance in STEM Education. 1370-1376 2019 EDUCON https://doi.org/10.1109/EDUCON.2019.8725237 conf/educon/2019 db/conf/educon/educon2019.html#UskovBBS19

Adam Byerly Tatiana Kalganova Homogeneous Vector Capsules Enable Adaptive Gradient Descent in Convolutional Neural Networks. 2019 abs/1906.08676 CoRR http://arxiv.org/abs/1906.08676 db/journals/corr/corr1906.html#abs-1906-08676

Adam Byerly Alexander Uskov A New Method of Exploring a Range of Genetic Parameters During the Execution of a Genetic Algorithm. 16-28 2016 13 Int. J. Comput. Sci. Appl. 2 http://www.tmrfindia.org/ijcsa/v13i22.pdf db/journals/ijcsa/ijcsa13.html#ByerlyU16

Alexander Uskov Adam Byerly Colleen Heinemann Advanced Encryption Standard Analysis with Multimedia Data on Intel® AES-NI Architecture. 89-105 2016 13 Int. J. Comput. Sci. Appl. 2 http://www.tmrfindia.org/ijcsa/v13i26.pdf db/journals/ijcsa/ijcsa13.html#UskovBH16

Adam Byerly Alexander Uskov A novel approach to avoiding early stagnation in Ant Colony Optimization algorithms. 113-121 2016 20 Int. J. Knowl. Based Intell. Eng. Syst. 2 https://doi.org/10.3233/KES-160335 db/journals/kes/kes20.html#ByerlyU16

Alexander Uskov Nataliya Serdyukova Vladimir I. Serdyukov Colleen Heinemann Adam Byerly Multi objective optimization of VPN design by linear programming with risks models. 175-188 2016 20 Int. J. Knowl. Based Intell. Eng. Syst. 3 https://doi.org/10.3233/KES-160342 db/journals/kes/kes20.html#UskovSSHB16

Adam Byerly Alexander Uskov A new parameter adaptation method for Genetic Algorithms and Ant Colony Optimization algorithms. 668-673 2016 EIT https://doi.org/10.1109/EIT.2016.7535319 conf/eit/2016 db/conf/eit/eit2016.html#ByerlyU16 Colleen Heinemann Sai Shankar Chaduvu Adam Byerly Alexander Uskov OpenCL and CUDA software implementations of encryption/decryption algorithms for IPsec VPNs. 765-770 2016 EIT https://doi.org/10.1109/EIT.2016.7535336 conf/eit/2016 db/conf/eit/eit2016.html#HeinemannCBU16 Alexander V. Uskov Natalia A. Serdyukova Vladimir I. Serdyukov Adam Byerly Colleen Heinemann Optimal Design of IPsec-Based Mobile Virtual Private Networks for Secure Transfer of Multimedia Data. 51-62 2016 IIMSS https://doi.org/10.1007/978-3-319-39345-2_5 conf/iimss/2016 db/conf/iimss/iimss2016.html#UskovSSBH16 Chris Alvin Adi Asija Jeffrey P. Bakken Sai Shankar Chaduvu Ian Dear Benjamin Van Durme Muhan Gao Anthony J. Grichnik Colleen Heinemann Tatiana Kalganova Daniel Khashabi Yeganeh Kordi Taiming Lu Tanay Nayak Richard Ott Kate Sanders 0002 Vladimir I. Serdyukov Nataliya SerdyukovaNatalia A. Serdyukova Ashok Shah Alexander UskovAlexander V. Uskov Vladimir UskovVladimir L. Uskov Yizhong Wang Kevin Xu Kuai Yu Jack Zhang Jingyu Zhang