Papers by Amir Masoud Nourollah
Large Language and Reasoning Models are Shallow Disjunctive Reasoners (2025.acl-long)
Copied to clipboard
| Challenge: | Large Language Models (LLMs) struggle with systematic reasoning on out-of-distribution (OOD) tasks. |
| Approach: | They propose to use a set of constraints to measure OOD generalization to create large reasoning models that can be leveraged to solve real-world problems. |
| Outcome: | The proposed models outperform their LLM counterparts in single-path reasoning tasks but struggle in multi-path setting. |