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2020 – today
- 2024
[c8]Andreas Opedal, Alessandro Stolfo, Haruki Shirakami, Ying Jiao, Ryan Cotterell, Bernhard Schölkopf, Abulhair Saparov, Mrinmaya Sachan:
Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners? ICML 2024- [c7]Alessandro Stolfo:
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study. NAACL-HLT (Findings) 2024: 1537-1552 - [i9]Andreas Opedal, Alessandro Stolfo, Haruki Shirakami, Ying Jiao, Ryan Cotterell, Bernhard Schölkopf, Abulhair Saparov, Mrinmaya Sachan:
Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners? CoRR abs/2401.18070 (2024) - [i8]Alessandro Stolfo:
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study. CoRR abs/2404.07060 (2024) - [i7]Alessandro Stolfo, Ben Wu, Wes Gurnee, Yonatan Belinkov, Xingyi Song, Mrinmaya Sachan, Neel Nanda:
Confidence Regulation Neurons in Language Models. CoRR abs/2406.16254 (2024) - [i6]Alessandro Stolfo, Vidhisha Balachandran, Safoora Yousefi, Eric Horvitz, Besmira Nushi:
Improving Instruction-Following in Language Models through Activation Steering. CoRR abs/2410.12877 (2024) - 2023
- [c6]Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, Bernhard Schölkopf, Mrinmaya Sachan:
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models. ACL (1) 2023: 545-561 - [c5]Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan:
Distilling Reasoning Capabilities into Smaller Language Models. ACL (Findings) 2023: 7059-7073 - [c4]Kumar Shridhar, Nicholas Monath, Raghuveer Thirukovalluru, Alessandro Stolfo, Manzil Zaheer, Andrew McCallum, Mrinmaya Sachan:
Longtonotes: OntoNotes with Longer Coreference Chains. EACL (Findings) 2023: 1398-1412 - [c3]Yifan Hou, Jiaoda Li, Yu Fei, Alessandro Stolfo, Wangchunshu Zhou, Guangtao Zeng, Antoine Bosselut
, Mrinmaya Sachan:
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models. EMNLP 2023: 4902-4919 - [c2]Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan:
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis. EMNLP 2023: 7035-7052 - [i5]Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan:
Understanding Arithmetic Reasoning in Language Models using Causal Mediation Analysis. CoRR abs/2305.15054 (2023) - [i4]Yifan Hou, Jiaoda Li, Yu Fei, Alessandro Stolfo, Wangchunshu Zhou, Guangtao Zeng, Antoine Bosselut, Mrinmaya Sachan:
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models. CoRR abs/2310.14491 (2023) - 2022
- [c1]Alessandro Stolfo, Chris Tanner, Vikram Gupta, Mrinmaya Sachan:
A Simple Unsupervised Approach for Coreference Resolution using Rule-based Weak Supervision. *SEM@NAACL-HLT 2022: 79-88 - [i3]Kumar Shridhar, Nicholas Monath, Raghuveer Thirukovalluru, Alessandro Stolfo, Manzil Zaheer, Andrew McCallum, Mrinmaya Sachan:
Longtonotes: OntoNotes with Longer Coreference Chains. CoRR abs/2210.03650 (2022) - [i2]Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, Bernhard Schölkopf, Mrinmaya Sachan:
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models. CoRR abs/2210.12023 (2022) - [i1]Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan:
Distilling Multi-Step Reasoning Capabilities of Large Language Models into Smaller Models via Semantic Decompositions. CoRR abs/2212.00193 (2022)
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