The Dog the Cat Chased Stumped the Model: Measuring When Language Models Abandon Structure for Shortcuts
Fuente:
arXiv
Saved in:
| Main Authors: | Madhusudan, Sangmitra, Chen, Kaige, Emami, Ali |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
STOP! Benchmarking Large Language Models with Sensitivity Testing on Offensive Progressions
by: Morabito, Robert, et al.
Published: (2024)
by: Morabito, Robert, et al.
Published: (2024)
NYT-Connections: A Deceptively Simple Text Classification Task that Stumps System-1 Thinkers
by: Lopez, Angel Yahir Loredo, et al.
Published: (2024)
by: Lopez, Angel Yahir Loredo, et al.
Published: (2024)
Which Words Matter Most in Zero-Shot Prompts?
by: Sadr, Nikta Gohari, et al.
Published: (2025)
by: Sadr, Nikta Gohari, et al.
Published: (2025)
Subtle Biases Need Subtler Measures: Dual Metrics for Evaluating Representative and Affinity Bias in Large Language Models
by: Kumar, Abhishek, et al.
Published: (2024)
by: Kumar, Abhishek, et al.
Published: (2024)
Fine-Tuned LLMs are "Time Capsules" for Tracking Societal Bias Through Books
by: Madhusudan, Sangmitra, et al.
Published: (2025)
by: Madhusudan, Sangmitra, et al.
Published: (2025)
MirrorStories: Reflecting Diversity through Personalized Narrative Generation with Large Language Models
by: Yunusov, Sarfaroz, et al.
Published: (2024)
by: Yunusov, Sarfaroz, et al.
Published: (2024)
Metamorphic Testing for Fairness Evaluation in Large Language Models: Identifying Intersectional Bias in LLaMA and GPT
by: Reddy, Harishwar, et al.
Published: (2025)
by: Reddy, Harishwar, et al.
Published: (2025)
Think Twice: Measuring the Efficiency of Eliminating Prediction Shortcuts of Question Answering Models
by: Mikula, Lukáš, et al.
Published: (2023)
by: Mikula, Lukáš, et al.
Published: (2023)
Break the Chain: Large Language Models Can be Shortcut Reasoners
by: Ding, Mengru, et al.
Published: (2024)
by: Ding, Mengru, et al.
Published: (2024)
Common to Whom? Regional Cultural Commonsense and LLM Bias in India
by: Madhusudan, Sangmitra, et al.
Published: (2026)
by: Madhusudan, Sangmitra, et al.
Published: (2026)
TALE: A Tool-Augmented Framework for Reference-Free Evaluation of Large Language Models
by: Badshah, Sher, et al.
Published: (2025)
by: Badshah, Sher, et al.
Published: (2025)
Mitigating Shortcut Reasoning in Language Models: A Gradient-Aware Training Approach
by: Cao, Hongyu, et al.
Published: (2026)
by: Cao, Hongyu, et al.
Published: (2026)
Learning Shortcuts: On the Misleading Promise of NLU in Language Models
by: Bihani, Geetanjali, et al.
Published: (2024)
by: Bihani, Geetanjali, et al.
Published: (2024)
Knowing the Facts but Choosing the Shortcut: Understanding How Large Language Models Compare Entities
by: Lehmann, Hans Hergen, et al.
Published: (2025)
by: Lehmann, Hans Hergen, et al.
Published: (2025)
Confidence Under the Hood: An Investigation into the Confidence-Probability Alignment in Large Language Models
by: Kumar, Abhishek, et al.
Published: (2024)
by: Kumar, Abhishek, et al.
Published: (2024)
Trace-of-Thought Prompting: Investigating Prompt-Based Knowledge Distillation Through Question Decomposition
by: McDonald, Tyler, et al.
Published: (2025)
by: McDonald, Tyler, et al.
Published: (2025)
Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models
by: Sakib, Fardin Ahsan, et al.
Published: (2025)
by: Sakib, Fardin Ahsan, et al.
Published: (2025)
Embedding-Informed Adaptive Retrieval-Augmented Generation of Large Language Models
by: Huang, Chengkai, et al.
Published: (2024)
by: Huang, Chengkai, et al.
Published: (2024)
Chimera: Diagnosing Shortcut Learning in Visual-Language Understanding
by: Chi, Ziheng, et al.
Published: (2025)
by: Chi, Ziheng, et al.
Published: (2025)
The Confidence Shortcut: A Reasoning Failure Mode of Masked Diffusion Models
by: Kim, Dueun, et al.
Published: (2026)
by: Kim, Dueun, et al.
Published: (2026)
Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection
by: Giramata, Suavis, et al.
Published: (2025)
by: Giramata, Suavis, et al.
Published: (2025)
The Reliability Paradox: Exploring How Shortcut Learning Undermines Language Model Calibration
by: Bihani, Geetanjali, et al.
Published: (2024)
by: Bihani, Geetanjali, et al.
Published: (2024)
Deceptive Semantic Shortcuts on Reasoning Chains: How Far Can Models Go without Hallucination?
by: Li, Bangzheng, et al.
Published: (2023)
by: Li, Bangzheng, et al.
Published: (2023)
When Do Tools and Planning Help Large Language Models Think? A Cost- and Latency-Aware Benchmark
by: Ghoshal, Subha, et al.
Published: (2026)
by: Ghoshal, Subha, et al.
Published: (2026)
The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models
by: Chen, Yanjun, et al.
Published: (2024)
by: Chen, Yanjun, et al.
Published: (2024)
When Large Language Models contradict humans? Large Language Models' Sycophantic Behaviour
by: Ranaldi, Leonardo, et al.
Published: (2023)
by: Ranaldi, Leonardo, et al.
Published: (2023)
SkipCat: Rank-Maximized Low-Rank Compression of Large Language Models via Shared Projection and Block Skipping
by: Lu, Yu-Chen, et al.
Published: (2025)
by: Lu, Yu-Chen, et al.
Published: (2025)
When Quantization Affects Confidence of Large Language Models?
by: Proskurina, Irina, et al.
Published: (2024)
by: Proskurina, Irina, et al.
Published: (2024)
CURE: Controlled Unlearning for Robust Embeddings -- Mitigating Conceptual Shortcuts in Pre-Trained Language Models
by: Kocak, Aysenur, et al.
Published: (2025)
by: Kocak, Aysenur, et al.
Published: (2025)
When Chain of Thought is Necessary, Language Models Struggle to Evade Monitors
by: Emmons, Scott, et al.
Published: (2025)
by: Emmons, Scott, et al.
Published: (2025)
Rectifying Demonstration Shortcut in In-Context Learning
by: Jang, Joonwon, et al.
Published: (2024)
by: Jang, Joonwon, et al.
Published: (2024)
Cognitive Decision Routing in Large Language Models: When to Think Fast, When to Think Slow
by: Du, Y., et al.
Published: (2025)
by: Du, Y., et al.
Published: (2025)
Chasing Random: Instruction Selection Strategies Fail to Generalize
by: Diddee, Harshita, et al.
Published: (2024)
by: Diddee, Harshita, et al.
Published: (2024)
Measuring Form and Function in Language Models
by: Martínez, Héctor Javier Vázquez, et al.
Published: (2026)
by: Martínez, Héctor Javier Vázquez, et al.
Published: (2026)
Large Language Models Often Know When They Are Being Evaluated
by: Needham, Joe, et al.
Published: (2025)
by: Needham, Joe, et al.
Published: (2025)
When Language Overrules: Revealing Text Dominance in Multimodal Large Language Models
by: Wu, Huyu, et al.
Published: (2025)
by: Wu, Huyu, et al.
Published: (2025)
Adaptive Large Language Models By Layerwise Attention Shortcuts
by: Verma, Prateek, et al.
Published: (2024)
by: Verma, Prateek, et al.
Published: (2024)
CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics
by: Somasekharan, Nithin, et al.
Published: (2025)
by: Somasekharan, Nithin, et al.
Published: (2025)
Shortcut Learning in In-Context Learning: A Survey
by: Song, Rui, et al.
Published: (2024)
by: Song, Rui, et al.
Published: (2024)
On the Shortcut Learning in Multilingual Neural Machine Translation
by: Wang, Wenxuan, et al.
Published: (2024)
by: Wang, Wenxuan, et al.
Published: (2024)
Similar Items
-
STOP! Benchmarking Large Language Models with Sensitivity Testing on Offensive Progressions
by: Morabito, Robert, et al.
Published: (2024) -
NYT-Connections: A Deceptively Simple Text Classification Task that Stumps System-1 Thinkers
by: Lopez, Angel Yahir Loredo, et al.
Published: (2024) -
Which Words Matter Most in Zero-Shot Prompts?
by: Sadr, Nikta Gohari, et al.
Published: (2025) -
Subtle Biases Need Subtler Measures: Dual Metrics for Evaluating Representative and Affinity Bias in Large Language Models
by: Kumar, Abhishek, et al.
Published: (2024) -
Fine-Tuned LLMs are "Time Capsules" for Tracking Societal Bias Through Books
by: Madhusudan, Sangmitra, et al.
Published: (2025)