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Learning Theory

5,334 papers

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Papers

There’s No Such Thing as Simple Reasoning for LLMs ACL 2025
LR²Bench: Evaluating Long-chain Reflective Reasoning Capabilities of Large Language Models via Constraint Satisfaction Problems ACL 2025
OpenHuEval: Evaluating Large Language Model on Hungarian Specifics ACL 2025
Pitfalls of Scale: Investigating the Inverse Task of Redefinition in Large Language Models ACL 2025
Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025
User Behavior Prediction as a Generic, Robust, Scalable, and Low-Cost Evaluation Strategy for Estimating Generalization in LLMs ACL 2025
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following ACL 2025
Improving Causal Interventions in Amnesic Probing with Mean Projection or LEACE ACL 2025
Compute Optimal Scaling of Skills: Knowledge vs Reasoning ACL 2025
On the Generalization vs Fidelity Paradox in Knowledge Distillation ACL 2025
PreSumm: Predicting Summarization Performance Without Summarizing ACL 2025
Trick or Neat: Adversarial Ambiguity and Language Model Evaluation ACL 2025
Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis ACL 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction ACL 2025
STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework ACL 2025
Lemmas Matter, But Not Like That: Predictors of Lemma-Based Generalization in Morphological Inflection ACL 2025
When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR ACL 2025
Evidence of Generative Syntax in LLMs ACL 2025
GCG-Based Artificial Languages for Evaluating Inductive Biases of Neural Language Models ACL 2025
Memorization in Language Models through the Lens of Intrinsic Dimension ACL 2025
From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts ACL 2025
Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025
SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes ACL 2025
SemEval-2025 Task 4: Unlearning sensitive content from Large Language Models ACL 2025
Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025