How much do LLMs learn from negative examples?
Fuente:
arXiv
Saved in:
| Main Authors: | Hamdan, Shadi, Yuret, Deniz |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
How Human-Like Are Large Language Models? A Register-Aware Linguistic Evaluation Framework
by: Nieth, Björn, et al.
Published: (2026)
by: Nieth, Björn, et al.
Published: (2026)
Transactional Attention: Semantic Sponsorship for KV-Cache Retention
by: Basu, Abhinaba
Published: (2026)
by: Basu, Abhinaba
Published: (2026)
lmfaoooo at SemEval-2026 Task 1: Humor Is an Audience. Preference Modeling for Constrained Humor Generation
by: Tikhonov, Alexey, et al.
Published: (2026)
by: Tikhonov, Alexey, et al.
Published: (2026)
Mitigating Position-Shift Failures in Text-Based Modular Arithmetic via Position Curriculum and Template Diversity
by: Yudin, Nikolay
Published: (2026)
by: Yudin, Nikolay
Published: (2026)
No Memorization, No Detection: Output Distribution-Based Contamination Detection in Small Language Models
by: Sela, Omer
Published: (2026)
by: Sela, Omer
Published: (2026)
Mechanistic Analysis of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning
by: Imanov, Olaf Yunus Laitinen
Published: (2026)
by: Imanov, Olaf Yunus Laitinen
Published: (2026)
Latent Object Permanence: Topological Phase Transitions, Free-Energy Principles, and Renormalization Group Flows in Deep Transformer Manifolds
by: Alpay, Faruk, et al.
Published: (2026)
by: Alpay, Faruk, et al.
Published: (2026)
Inference acceleration for large language models using "stairs" assisted greedy generation
by: Grigaliūnas, Domas, et al.
Published: (2024)
by: Grigaliūnas, Domas, et al.
Published: (2024)
Strategic Doctrine Language Models (sdLM): A Learning-System Framework for Doctrinal Consistency and Geopolitical Forecasting
by: Imanov, Olaf Yunus Laitinen, et al.
Published: (2026)
by: Imanov, Olaf Yunus Laitinen, et al.
Published: (2026)
NOTAI.AI: Explainable Detection of Machine-Generated Text via Curvature and Feature Attribution
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026)
by: Lasbordes, Maxence, et al.
Published: (2026)
Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)
Doğal Dil İşlemede Tokenizasyon Standartları ve Ölçümü: Türkçe Üzerinden Büyük Dil Modellerinin Karşılaştırmalı Analizi
by: Bayram, M. Ali, et al.
Published: (2025)
by: Bayram, M. Ali, et al.
Published: (2025)
Büyük Dil Modelleri için TR-MMLU Benchmarkı: Performans Değerlendirmesi, Zorluklar ve İyileştirme Fırsatları
by: Bayram, M. Ali, et al.
Published: (2025)
by: Bayram, M. Ali, et al.
Published: (2025)
Targeted Lexical Injection: Unlocking Latent Cross-Lingual Alignment in Lugha-Llama via Early-Layer LoRA Fine-Tuning
by: Ngugi, Stanley
Published: (2025)
by: Ngugi, Stanley
Published: (2025)
IFMTBench: A Comprehensive Benchmark for Multilingual Translation Instruction Following
by: Sun, Mingrui, et al.
Published: (2026)
by: Sun, Mingrui, et al.
Published: (2026)
Hybrid Gated Flow (HGF): Stabilizing 1.58-bit LLMs via Selective Low-Rank Correction
by: Pizzo, David Alejandro Trejo
Published: (2026)
by: Pizzo, David Alejandro Trejo
Published: (2026)
Manipulating Transformer-Based Models: Controllability, Steerability, and Robust Interventions
by: Alpay, Faruk, et al.
Published: (2025)
by: Alpay, Faruk, et al.
Published: (2025)
From Noise to Diversity: Random Embedding Injection in LLM Reasoning
by: Kim, Heejun, et al.
Published: (2026)
by: Kim, Heejun, et al.
Published: (2026)
Measuring and curing reasoning rigidity: from decorative chain-of-thought to genuine faithfulness
by: Basu, Abhinaba, et al.
Published: (2026)
by: Basu, Abhinaba, et al.
Published: (2026)
Vis-CoT: A Human-in-the-Loop Framework for Interactive Visualization and Intervention in LLM Chain-of-Thought Reasoning
by: Pather, Kaviraj, et al.
Published: (2025)
by: Pather, Kaviraj, et al.
Published: (2025)
Harnessing non-adversarial robustness in large language models
by: Zhou, Qinghua, et al.
Published: (2026)
by: Zhou, Qinghua, et al.
Published: (2026)
CLMN: Concept based Language Models via Neural Symbolic Reasoning
by: Yang, Yibo
Published: (2025)
by: Yang, Yibo
Published: (2025)
Measuring Intent Comprehension in LLMs
by: Kunievsky, Nadav, et al.
Published: (2025)
by: Kunievsky, Nadav, et al.
Published: (2025)
Semantic Convergence: Investigating Shared Representations Across Scaled LLMs
by: Son, Daniel, et al.
Published: (2025)
by: Son, Daniel, et al.
Published: (2025)
Causally Grounded Mechanistic Interpretability for LLMs with Faithful Natural-Language Explanations
by: Mahale, Ajay Pravin
Published: (2026)
by: Mahale, Ajay Pravin
Published: (2026)
Extracting Sentence Embeddings from Pretrained Transformer Models
by: Stankevičius, Lukas, et al.
Published: (2024)
by: Stankevičius, Lukas, et al.
Published: (2024)
ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective
by: Chen, Yihong, et al.
Published: (2022)
by: Chen, Yihong, et al.
Published: (2022)
BitSkip: An Empirical Analysis of Quantization and Early Exit Composition in Transformers
by: Bhuvaneswaran, Ramshankar, et al.
Published: (2025)
by: Bhuvaneswaran, Ramshankar, et al.
Published: (2025)
Constitution or Collapse? Exploring Constitutional AI with Llama 3-8B
by: Zhang, Xue
Published: (2025)
by: Zhang, Xue
Published: (2025)
mHC-SSM: Manifold-Constrained Hyper-Connections for State Space Language Models with Stream-Specialized Adapters
by: Mutlu, Abdulvahap, et al.
Published: (2026)
by: Mutlu, Abdulvahap, et al.
Published: (2026)
From Prompting to Preference Optimization: A Comparative Study of LLM-based Automated Essay Scoring
by: Nguyen, Minh Hoang, et al.
Published: (2026)
by: Nguyen, Minh Hoang, et al.
Published: (2026)
Sentiment Analysis of Lithuanian Online Reviews Using Large Language Models
by: Vileikytė, Brigita, et al.
Published: (2024)
by: Vileikytė, Brigita, et al.
Published: (2024)
Beyond Accuracy: Decomposing the Reasoning Efficiency of LLMs
by: Kaiser, Daniel, et al.
Published: (2026)
by: Kaiser, Daniel, et al.
Published: (2026)
Approaches to Semantic Textual Similarity in Slovak Language: From Algorithms to Transformers
by: Radosky, Lukas, et al.
Published: (2026)
by: Radosky, Lukas, et al.
Published: (2026)
NeuroState-Bench: A Human-Calibrated Benchmark for Commitment Integrity in LLM Agent Profiles
by: Jia, Xiao
Published: (2026)
by: Jia, Xiao
Published: (2026)
AIPsy-Affect: A Keyword-Free Clinical Stimulus Battery for Mechanistic Interpretability of Emotion in Language Models
by: Keeman, Michael
Published: (2026)
by: Keeman, Michael
Published: (2026)
Product-of-Experts Training Reduces Dataset Artifacts in Natural Language Inference
by: Mathew, Aby Mammen
Published: (2026)
by: Mathew, Aby Mammen
Published: (2026)
Who's Asking? Investigating Bias Through the Lens of Disability Framed Queries in LLMs
by: Hari, Vishnu, et al.
Published: (2025)
by: Hari, Vishnu, et al.
Published: (2025)
Similar Items
-
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025) -
How Human-Like Are Large Language Models? A Register-Aware Linguistic Evaluation Framework
by: Nieth, Björn, et al.
Published: (2026) -
Transactional Attention: Semantic Sponsorship for KV-Cache Retention
by: Basu, Abhinaba
Published: (2026) -
lmfaoooo at SemEval-2026 Task 1: Humor Is an Audience. Preference Modeling for Constrained Humor Generation
by: Tikhonov, Alexey, et al.
Published: (2026) -
Mitigating Position-Shift Failures in Text-Based Modular Arithmetic via Position Curriculum and Template Diversity
by: Yudin, Nikolay
Published: (2026)