Automatic Task Detection and Heterogeneous LLM Speculative Decoding
Fuente:
arXiv
Saved in:
| Main Authors: | Ge, Danying, Gao, Jianhua, Jiang, Qizhi, Feng, Yifei, Ji, Weixing |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SAM Decoding: Speculative Decoding via Suffix Automaton
by: Hu, Yuxuan, et al.
Published: (2024)
by: Hu, Yuxuan, et al.
Published: (2024)
Decoding-Free Sampling Strategies for LLM Marginalization
by: Pohl, David, et al.
Published: (2025)
by: Pohl, David, et al.
Published: (2025)
Component-Aware Self-Speculative Decoding in Hybrid Language Models
by: Borobia, Hector, et al.
Published: (2026)
by: Borobia, Hector, et al.
Published: (2026)
HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns
by: Wang, Xintao, et al.
Published: (2026)
by: Wang, Xintao, et al.
Published: (2026)
SSSD: Simply-Scalable Speculative Decoding
by: Marzollo, Michele, et al.
Published: (2024)
by: Marzollo, Michele, et al.
Published: (2024)
CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025)
by: Ashuach, Tomer, et al.
Published: (2025)
A Multi-Task Benchmark for Abusive Language Detection in Low-Resource Settings
by: Gaim, Fitsum, et al.
Published: (2025)
by: Gaim, Fitsum, et al.
Published: (2025)
ADAG: Automatically Describing Attribution Graphs
by: Arora, Aryaman, et al.
Published: (2026)
by: Arora, Aryaman, et al.
Published: (2026)
Please Make it Sound like Human: Encoder-Decoder vs. Decoder-Only Transformers for AI-to-Human Text Style Transfer
by: Paneru, Utsav
Published: (2026)
by: Paneru, Utsav
Published: (2026)
Identifying Fairness Issues in Automatically Generated Testing Content
by: Stowe, Kevin, et al.
Published: (2024)
by: Stowe, Kevin, et al.
Published: (2024)
LombardoGraphia: Automatic Classification of Lombard Orthography Variants
by: Signoroni, Edoardo, et al.
Published: (2026)
by: Signoroni, Edoardo, et al.
Published: (2026)
SciEx: Benchmarking Large Language Models on Scientific Exams with Human Expert Grading and Automatic Grading
by: Dinh, Tu Anh, et al.
Published: (2024)
by: Dinh, Tu Anh, et al.
Published: (2024)
Synthetic Voice Data for Automatic Speech Recognition in African Languages
by: DeRenzi, Brian, et al.
Published: (2025)
by: DeRenzi, Brian, et al.
Published: (2025)
Comprehensiveness Metrics for Automatic Evaluation of Factual Recall in Text Generation
by: Dejl, Adam, et al.
Published: (2025)
by: Dejl, Adam, et al.
Published: (2025)
Can LLM Graph Reasoning Generalize beyond Pattern Memorization?
by: Zhang, Yizhuo, et al.
Published: (2024)
by: Zhang, Yizhuo, et al.
Published: (2024)
TrustAI at SemEval-2024 Task 8: A Comprehensive Analysis of Multi-domain Machine Generated Text Detection Techniques
by: Urlana, Ashok, et al.
Published: (2024)
by: Urlana, Ashok, et al.
Published: (2024)
SeLeRoSa: Sentence-Level Romanian Satire Detection Dataset
by: Smădu, Răzvan-Alexandru, et al.
Published: (2025)
by: Smădu, Răzvan-Alexandru, et al.
Published: (2025)
Integrating Expert Labels into LLM-based Emission Goal Detection: Example Selection vs Automatic Prompt Design
by: Wrzalik, Marco, et al.
Published: (2024)
by: Wrzalik, Marco, et al.
Published: (2024)
SEED: Enhancing Text-to-SQL Performance and Practical Usability Through Automatic Evidence Generation
by: Yun, Janghyeon, et al.
Published: (2025)
by: Yun, Janghyeon, et al.
Published: (2025)
Quality Estimation with $k$-nearest Neighbors and Automatic Evaluation for Model-specific Quality Estimation
by: Dinh, Tu Anh, et al.
Published: (2024)
by: Dinh, Tu Anh, et al.
Published: (2024)
The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations
by: Lequeu, Pierre-Antoine, et al.
Published: (2026)
by: Lequeu, Pierre-Antoine, et al.
Published: (2026)
Encoder-Decoder Framework for Interactive Free Verses with Generation with Controllable High-Quality Rhyming
by: Pasini, Tommaso, et al.
Published: (2024)
by: Pasini, Tommaso, et al.
Published: (2024)
Breaking the HISCO Barrier: Automatic Occupational Standardization with OccCANINE
by: Dahl, Christian Møller, et al.
Published: (2024)
by: Dahl, Christian Møller, et al.
Published: (2024)
LLM-GLOBE: A Benchmark Evaluating the Cultural Values Embedded in LLM Output
by: Karinshak, Elise, et al.
Published: (2024)
by: Karinshak, Elise, et al.
Published: (2024)
Task Contamination: Language Models May Not Be Few-Shot Anymore
by: Li, Changmao, et al.
Published: (2023)
by: Li, Changmao, et al.
Published: (2023)
Homogeneous Keys, Heterogeneous Values: Exploiting Local KV Cache Asymmetry for Long-Context LLMs
by: Cui, Wanyun, et al.
Published: (2025)
by: Cui, Wanyun, et al.
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)
by: Gao, Ge, et al.
Published: (2024)
Efficient Adaptive Rejection Sampling for Accelerating Speculative Decoding in Large Language Models
by: Sun, Chendong, et al.
Published: (2025)
by: Sun, Chendong, et al.
Published: (2025)
When Self-Reference Fails to Close: Matrix-Level Dynamics in Large Language Models
by: Bae, Ji Ho
Published: (2026)
by: Bae, Ji Ho
Published: (2026)
Adapting Multilingual Models to Code-Mixed Tasks via Model Merging
by: Kodali, Prashant, et al.
Published: (2025)
by: Kodali, Prashant, et al.
Published: (2025)
BIRD: Bronze Inscription Restoration and Dating
by: Hua, Wenjie, et al.
Published: (2025)
by: Hua, Wenjie, et al.
Published: (2025)
Revisiting Word Embeddings in the LLM Era
by: Mahajan, Yash, et al.
Published: (2024)
by: Mahajan, Yash, et al.
Published: (2024)
Overview of the Sensemaking Task at the ELOQUENT 2025 Lab: LLMs as Teachers, Students and Evaluators
by: Šindelář, Pavel, et al.
Published: (2025)
by: Šindelář, Pavel, et al.
Published: (2025)
Distinguishing Ignorance from Error in LLM Hallucinations
by: Simhi, Adi, et al.
Published: (2024)
by: Simhi, Adi, et al.
Published: (2024)
SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis (DimABSA)
by: Yu, Liang-Chih, et al.
Published: (2026)
by: Yu, Liang-Chih, et al.
Published: (2026)
Language Models Can Resolve Reference Compositionally, But It's Not Their Native Strength: The Case of the Personal Relation Task
by: Evelo, Bart, et al.
Published: (2026)
by: Evelo, Bart, et al.
Published: (2026)
LUCID: LLM-Generated Utterances for Complex and Interesting Dialogues
by: Stacey, Joe, et al.
Published: (2024)
by: Stacey, Joe, et al.
Published: (2024)
Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness
by: Ashuach, Tomer, et al.
Published: (2026)
by: Ashuach, Tomer, et al.
Published: (2026)
RUQuant: Towards Refining Uniform Quantization for Large Language Models
by: Liu, Han, et al.
Published: (2026)
by: Liu, Han, et al.
Published: (2026)
Improving Retrospective Language Agents via Joint Policy Gradient Optimization
by: Feng, Xueyang, et al.
Published: (2025)
by: Feng, Xueyang, et al.
Published: (2025)
Similar Items
-
SAM Decoding: Speculative Decoding via Suffix Automaton
by: Hu, Yuxuan, et al.
Published: (2024) -
Decoding-Free Sampling Strategies for LLM Marginalization
by: Pohl, David, et al.
Published: (2025) -
Component-Aware Self-Speculative Decoding in Hybrid Language Models
by: Borobia, Hector, et al.
Published: (2026) -
HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns
by: Wang, Xintao, et al.
Published: (2026) -
SSSD: Simply-Scalable Speculative Decoding
by: Marzollo, Michele, et al.
Published: (2024)