Efficient Training-Free Multi-Token Prediction via Embedding-Space Probing
Fuente:
arXiv
Saved in:
| Main Authors: | Goel, Raghavv, Gagrani, Mukul, Lee, Mingu, Lott, Chris |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CAOTE: KV Cache Selection for LLMs via Attention Output Error-Based Token Eviction
by: Goel, Raghavv, et al.
Published: (2025)
by: Goel, Raghavv, et al.
Published: (2025)
On Speculative Decoding for Multimodal Large Language Models
by: Gagrani, Mukul, et al.
Published: (2024)
by: Gagrani, Mukul, et al.
Published: (2024)
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs
by: Goel, Raghavv, et al.
Published: (2024)
by: Goel, Raghavv, et al.
Published: (2024)
ConFu: Contemplate the Future for Better Speculative Sampling
by: Qin, Zongyue, et al.
Published: (2026)
by: Qin, Zongyue, et al.
Published: (2026)
Recursive Speculative Decoding: Accelerating LLM Inference via Sampling Without Replacement
by: Jeon, Wonseok, et al.
Published: (2024)
by: Jeon, Wonseok, et al.
Published: (2024)
VOCABTRIM: Vocabulary Pruning for Efficient Speculative Decoding in LLMs
by: Goel, Raghavv, et al.
Published: (2025)
by: Goel, Raghavv, et al.
Published: (2025)
A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs
by: Goel, Raghavv, et al.
Published: (2026)
by: Goel, Raghavv, et al.
Published: (2026)
Spiffy: Multiplying Diffusion LLM Acceleration via Lossless Speculative Decoding
by: Agrawal, Sudhanshu, et al.
Published: (2025)
by: Agrawal, Sudhanshu, et al.
Published: (2025)
Fast Forward: Accelerating LLM Prefill with Predictive FFN Sparsity
by: Gautam, Aayush, et al.
Published: (2026)
by: Gautam, Aayush, et al.
Published: (2026)
KeyDiff: Key Similarity-Based KV Cache Eviction for Long-Context LLM Inference in Resource-Constrained Environments
by: Park, Junyoung, et al.
Published: (2025)
by: Park, Junyoung, et al.
Published: (2025)
AdaEDL: Early Draft Stopping for Speculative Decoding of Large Language Models via an Entropy-based Lower Bound on Token Acceptance Probability
by: Agrawal, Sudhanshu, et al.
Published: (2024)
by: Agrawal, Sudhanshu, et al.
Published: (2024)
Harmonic Token Projection (HTP): A Vocabulary-Free, Training-Free, Deterministic, and Reversible Embedding Methodology
by: Schmitz, Tcharlies
Published: (2025)
by: Schmitz, Tcharlies
Published: (2025)
Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction
by: Qian, Junlang, et al.
Published: (2025)
by: Qian, Junlang, et al.
Published: (2025)
T-FREE: Subword Tokenizer-Free Generative LLMs via Sparse Representations for Memory-Efficient Embeddings
by: Deiseroth, Björn, et al.
Published: (2024)
by: Deiseroth, Björn, et al.
Published: (2024)
Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs
by: Fu, Yuchen, et al.
Published: (2024)
by: Fu, Yuchen, et al.
Published: (2024)
Weight Tying Biases Token Embeddings Towards the Output Space
by: Lopardo, Antonio, et al.
Published: (2026)
by: Lopardo, Antonio, et al.
Published: (2026)
DEO: Training-Free Direct Embedding Optimization for Negation-Aware Retrieval
by: Lee, Taegyeong, et al.
Published: (2026)
by: Lee, Taegyeong, et al.
Published: (2026)
Efficient Pre-Training with Token Superposition
by: Peng, Bowen, et al.
Published: (2026)
by: Peng, Bowen, et al.
Published: (2026)
Pre-Training Curriculum for Multi-Token Prediction in Language Models
by: Aynetdinov, Ansar, et al.
Published: (2025)
by: Aynetdinov, Ansar, et al.
Published: (2025)
Probe and Skip: Self-Predictive Token Skipping for Efficient Long-Context LLM Inference
by: Wu, Zimeng, et al.
Published: (2026)
by: Wu, Zimeng, et al.
Published: (2026)
Attention with Trained Embeddings Provably Selects Important Tokens
by: Wu, Diyuan, et al.
Published: (2025)
by: Wu, Diyuan, et al.
Published: (2025)
Multi-Token Prediction via Self-Distillation
by: Kirchenbauer, John, et al.
Published: (2026)
by: Kirchenbauer, John, et al.
Published: (2026)
Efficient Document Parsing via Parallel Token Prediction
by: Li, Lei, et al.
Published: (2026)
by: Li, Lei, et al.
Published: (2026)
Do BERT Embeddings Encode Narrative Dimensions? A Token-Level Probing Analysis of Time, Space, Causality, and Character in Fiction
by: Bei, Beicheng, et al.
Published: (2026)
by: Bei, Beicheng, et al.
Published: (2026)
Training-Free Tokenizer Transplantation via Orthogonal Matching Pursuit
by: Goddard, Charles, et al.
Published: (2025)
by: Goddard, Charles, et al.
Published: (2025)
SoftLMs: Efficient Adaptive Low-Rank Approximation of Language Models using Soft-Thresholding Mechanism
by: Bhatnagar, Priyansh, et al.
Published: (2024)
by: Bhatnagar, Priyansh, et al.
Published: (2024)
Quantifying Positional Biases in Text Embedding Models
by: Lee, Reagan J., et al.
Published: (2024)
by: Lee, Reagan J., et al.
Published: (2024)
Pair-In, Pair-Out: Latent Multi-Token Prediction for Efficient LLMs
by: Tan, Wenhui, et al.
Published: (2026)
by: Tan, Wenhui, et al.
Published: (2026)
Reasoning Bias of Next Token Prediction Training
by: Lin, Pengxiao, et al.
Published: (2025)
by: Lin, Pengxiao, et al.
Published: (2025)
ETT-CKGE: Efficient Task-driven Tokens for Continual Knowledge Graph Embedding
by: Zhu, Lijing, et al.
Published: (2025)
by: Zhu, Lijing, et al.
Published: (2025)
Locality Matters for Training-Free Audio Token Compression in Audio-Language Models
by: Luo, Jiale, et al.
Published: (2026)
by: Luo, Jiale, et al.
Published: (2026)
Controlled Paraphrase Geometry in Sentence Embedding Space: Local Manifold Modeling and Latent Probing
by: Bedratyuk, Leonid
Published: (2026)
by: Bedratyuk, Leonid
Published: (2026)
How Much is Enough? The Diminishing Returns of Tokenization Training Data
by: Reddy, Varshini, et al.
Published: (2025)
by: Reddy, Varshini, et al.
Published: (2025)
Transferable and Efficient Non-Factual Content Detection via Probe Training with Offline Consistency Checking
by: Zhang, Xiaokang, et al.
Published: (2024)
by: Zhang, Xiaokang, et al.
Published: (2024)
A General and Efficient Training for Transformer via Token Expansion
by: Huang, Wenxuan, et al.
Published: (2024)
by: Huang, Wenxuan, et al.
Published: (2024)
BPE Gets Picky: Efficient Vocabulary Refinement During Tokenizer Training
by: Chizhov, Pavel, et al.
Published: (2024)
by: Chizhov, Pavel, et al.
Published: (2024)
Efficient Switchable Safety Control in LLMs via Magic-Token-Guided Co-Training
by: Si, Jianfeng, et al.
Published: (2025)
by: Si, Jianfeng, et al.
Published: (2025)
LLM-Augmented Semantic Steering of Text Embedding Projection Spaces
by: Liu, Wei, et al.
Published: (2026)
by: Liu, Wei, et al.
Published: (2026)
Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers
by: Yang, Wang, et al.
Published: (2026)
by: Yang, Wang, et al.
Published: (2026)
ThoughtProbe: Classifier-Guided LLM Thought Space Exploration via Probing Representations
by: Wang, Zijian, et al.
Published: (2025)
by: Wang, Zijian, et al.
Published: (2025)
Similar Items
-
CAOTE: KV Cache Selection for LLMs via Attention Output Error-Based Token Eviction
by: Goel, Raghavv, et al.
Published: (2025) -
On Speculative Decoding for Multimodal Large Language Models
by: Gagrani, Mukul, et al.
Published: (2024) -
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs
by: Goel, Raghavv, et al.
Published: (2024) -
ConFu: Contemplate the Future for Better Speculative Sampling
by: Qin, Zongyue, et al.
Published: (2026) -
Recursive Speculative Decoding: Accelerating LLM Inference via Sampling Without Replacement
by: Jeon, Wonseok, et al.
Published: (2024)