Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes | Paper Citation Record

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Aho and Jeffrey D

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Chandra and Dexter C

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Scalable training of

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Tetreault , title =

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes PaSS: Parallel Speculative Sampling

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2023 , url =

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , year=

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Contrastive Decoding Improves Reasoning in Large Language Models

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Accelerating Large Language Model Decoding with Speculative Sampling

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Towards Optimal Multi-draft Speculative Decoding

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Faster Cascades via Speculative Decoding

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes A Simple and Effective Pruning Approach for Large Language Models

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Hierarchical Neural Story Generation

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes The Curious Case of Neural Text Degeneration

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Reference 63

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2024 , month =

Reference 64

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes arXiv preprint arXiv:2407.01082 , year=

Reference 65

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Truncation Sampling as Language Model Desmoothing

Reference 66

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Reference 67

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Observation f6beb0a0-199d-44c5-bed6-45aceae303c8 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

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Observation a176fded-1185-42bc-8323-c708ce2ce958 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

Reference 69

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Fast Large Language Model Collaborative Decoding via Speculation

Reference 70

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Qwen2.5 Technical Report

Reference 71

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Observation 7263dcc1-1157-4b7b-8775-8a0befbcf042 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge

Reference 72

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Observation d39676bc-cce5-46da-924b-f28e93bd3bd8 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes arXiv preprint arXiv:2601.05724 , year=

Reference 73

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Observation a8173003-679a-41e7-b7e0-1e88e5d260e3 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Measuring Mathematical Problem Solving With the MATH Dataset

Reference 74

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Observation 68b6f426-1a65-4174-b006-e1358d0baedd · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:01.605738Z

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Observation c8fc97ff-eba7-42d0-a0d1-640813d607f4 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

Reference 76

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Observation bdc583e3-c043-46b9-8eeb-346ef49231fe · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:01.706553Z

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Observation b2413f77-50ec-4534-bac7-c6de62071167 · outbound

This paper cites an unresolved cited work.

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:01.747056Z

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Observation 51869d9c-fc9d-4476-86df-01792a20108f · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:01.804884Z

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Observation 55d2b747-a325-4fc3-b656-064260caaf45 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes MathArena: Evaluating LLMs on Uncontaminated Math Competitions

Reference 80

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Observation b33e648c-b3a7-4a16-abbe-fe24a34c6b23 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes arXiv preprint arXiv:2601.18902 , year=

Reference 81

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Observation e16b1914-cf0f-4eb1-966f-5eb39bfd46a7 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Forty-second International Conference on Machine Learning , year=

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:01.955987Z

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Observation a48625b8-fa8e-4e64-bea4-dc5262b52dfb · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2026 , eprint=

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:02.032524Z

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Observation ea86363c-be17-4758-a3eb-79be4fadfd97 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2025 , eprint=

Reference 84

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Observation af2f4dfe-b805-42b8-aada-2a3876b7c2e5 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2026 , eprint=

Reference 85

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Observation 15240913-437c-48c8-a3f2-2df9cbb5a58d · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:02.265510Z

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Observation add414d1-5bbb-4043-8dee-719c6c579ae1 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2024 , eprint=

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:02.325112Z

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Observation 85ff986b-9570-4b78-9517-9df71a93bf08 · outbound

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Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes 2025 , eprint=

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:02.400202Z

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