Cover Image

Decoding-Free Sampling Strategies for LLM Marginalization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pohl, David, Cognetta, Marco, Lee, Junyoung, Okazaki, Naoaki
Format:	Preprint
Published:	2025
Subjects:	Computation and Language I.2.7
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Automatic Task Detection and Heterogeneous LLM Speculative Decoding
by: Ge, Danying, et al.
Published: (2025)

Encoder-Decoder Framework for Interactive Free Verses with Generation with Controllable High-Quality Rhyming
by: Pasini, Tommaso, et al.
Published: (2024)

CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025)

Please Make it Sound like Human: Encoder-Decoder vs. Decoder-Only Transformers for AI-to-Human Text Style Transfer
by: Paneru, Utsav
Published: (2026)

LLM-GLOBE: A Benchmark Evaluating the Cultural Values Embedded in LLM Output
by: Karinshak, Elise, et al.
Published: (2024)

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns
by: Wang, Xintao, et al.
Published: (2026)

Strategy Adaptation in Large Language Model Werewolf Agents
by: Nakamori, Fuya, et al.
Published: (2025)

Revisiting Word Embeddings in the LLM Era
by: Mahajan, Yash, et al.
Published: (2024)

Efficient Reasoning via Thought-Training and Thought-Free Inference
by: Wu, Canhui, et al.
Published: (2025)

Distinguishing Ignorance from Error in LLM Hallucinations
by: Simhi, Adi, et al.
Published: (2024)

Refining Packing and Shuffling Strategies for Enhanced Performance in Generative Language Models
by: Chen, Yanbing, et al.
Published: (2024)

LUCID: LLM-Generated Utterances for Complex and Interesting Dialogues
by: Stacey, Joe, et al.
Published: (2024)

Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness
by: Ashuach, Tomer, et al.
Published: (2026)

Intent Classification for Bank Chatbots through LLM Fine-Tuning
by: Lajčinová, Bibiána, et al.
Published: (2024)

Can LLM Graph Reasoning Generalize beyond Pattern Memorization?
by: Zhang, Yizhuo, et al.
Published: (2024)

RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs
by: Saji, Alan, et al.
Published: (2025)

Text-Based Approaches to Item Difficulty Modeling in Large-Scale Assessments: A Systematic Review
by: Peters, Sydney, et al.
Published: (2025)

The Effect of Data Partitioning Strategy on Model Generalizability: A Case Study of Morphological Segmentation
by: Liu, Zoey, et al.
Published: (2024)

LLMBridge: An LLM Pipeline for End-to-end Referential Bridging Resolution in English
by: Levine, Lauren, et al.
Published: (2026)

Whose Facts Win? LLM Source Preferences under Knowledge Conflicts
by: Schuster, Jakob, et al.
Published: (2026)

Augmenting Dialog with Think-Aloud Utterances for Modeling Individual Personality Traits by LLM
by: Ishikura, Seiya, et al.
Published: (2025)

Select or Project? Evaluating Lower-dimensional Vectors for LLM Training Data Explanations
by: Hinterleitner, Lukas, et al.
Published: (2026)

Extracting Structured Insights from Financial News: An Augmented LLM Driven Approach
by: Dolphin, Rian, et al.
Published: (2024)

LLM-Ref: Enhancing Reference Handling in Technical Writing with Large Language Models
by: Fuad, Kazi Ahmed Asif, et al.
Published: (2024)

AsyncTLS: Efficient Generative LLM Inference with Asynchronous Two-level Sparse Attention
by: Hu, Yuxuan, et al.
Published: (2026)

SAGE: Hierarchical LLM-Based Literary Evaluation through Ontology-Grounded Interpretive Dimensions
by: Wang, Tianyu, et al.
Published: (2026)

LLM Uncertainty Quantification through Directional Entailment Graph and Claim Level Response Augmentation
by: Da, Longchao, et al.
Published: (2024)

Enhancing Paraphrase Type Generation: The Impact of DPO and RLHF Evaluated with Human-Ranked Data
by: Lübbers, Christopher Lee
Published: (2025)

Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation
by: Gao, Ge, et al.
Published: (2024)

Large Language Model (LLM) Bias Index -- LLMBI
by: Oketunji, Abiodun Finbarrs, et al.
Published: (2023)

SAM Decoding: Speculative Decoding via Suffix Automaton
by: Hu, Yuxuan, et al.
Published: (2024)

Exploration of Augmentation Strategies in Multi-modal Retrieval-Augmented Generation for the Biomedical Domain: A Case Study Evaluating Question Answering in Glycobiology
by: Kocbek, Primož, et al.
Published: (2025)

SEED: Enhancing Text-to-SQL Performance and Practical Usability Through Automatic Evidence Generation
by: Yun, Janghyeon, et al.
Published: (2025)

A Multi-Pass Large Language Model Framework for Precise and Efficient Radiology Report Error Detection
by: Kim, Songsoo, et al.
Published: (2025)

Towards Fundamental Language Models: Does Linguistic Competence Scale with Model Size?
by: Collado-Montañez, Jaime, et al.
Published: (2025)

SeLeRoSa: Sentence-Level Romanian Satire Detection Dataset
by: Smădu, Răzvan-Alexandru, et al.
Published: (2025)

Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models
by: Lee, Hwiyeong, et al.
Published: (2025)

Serialisation Strategy Matters: How FHIR Data Format Affects LLM Medication Reconciliation
by: Pator, Sanjoy
Published: (2026)

WSM: Decay-Free Learning Rate Schedule via Checkpoint Merging for LLM Pre-training
by: Tian, Changxin, et al.
Published: (2025)

Emergent Lexical Semantics in Neural Language Models: Testing Martin's Law on LLM-Generated Text
by: Kugler, Kai
Published: (2025)