Paper Citation Record · LEDGER

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding

As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2505.18629.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.18629 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:32:43.093220Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T17:22:06.965119Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-13T04:07:13.045631Z

Reference resolution

35 of 35 outbound references displayed

verified exact1
verified fuzzy10
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce630a91-039b-4192-b3f3-af796e157ba2 · outbound

This paper cites GPT-4 Technical Report.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:40.615001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad526306-0027-4d71-8a2f-400985c13325 · outbound

This paper cites Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:40.716499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27124c2e-7e86-49f2-afce-31505fa6adb8 · outbound

This paper cites Fast and robust early-exiting framework for autoregressive language models with synchronized parallel decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Fast and robust early-exiting framework for autoregressive language models with synchronized parallel decoding

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:40.845410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f0c93a9-0840-48e0-b814-976fd4fdb655 · outbound

This paper cites Lee, Deming Chen, and Tri Dao.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Lee, Deming Chen, and Tri Dao

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:45.735815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f7b1bd30-bcaa-4fb8-9ad1-f6ef52553369 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Accelerating Large Language Model Decoding with Speculative Sampling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:40.974861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0429309e-b49a-47e2-9ecb-f6a03113245e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Evaluating Large Language Models Trained on Code

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:41.066072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4e3b7e8-fddc-4c02-934d-0dedaeb7ed33 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:41.149683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f7a3f45-3c76-44c9-b9ac-347d24cde48d · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Training Verifiers to Solve Math Word Problems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:41.220006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6a4bc8f-9ae1-4962-9d30-eee3ac6adfcd · outbound

This paper cites Break the sequential dependency of LLM inference using lookahead decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Break the sequential dependency of LLM inference using lookahead decoding

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:45.577925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4fdbd671-469b-430d-b2c8-dea4acfb9d39 · outbound

This paper cites The Llama 3 Herd of Models.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:41.338601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65dbb13-34a0-444c-8deb-abdca059c4e5 · outbound

This paper cites REST : Retrieval-based speculative decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding REST : Retrieval-based speculative decoding

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:45.377668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b510cc70-eadf-43c1-b685-8f7f9fcb3a85 · outbound

This paper cites Mahoney, Amir Gholami, and Kurt Keutzer.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Mahoney, Amir Gholami, and Kurt Keutzer

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:45.127466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3803bc4c-e1ed-4851-811c-8da9a3e0ab42 · outbound

This paper cites Cllms: Consistency large language models.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Cllms: Consistency large language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:44.845926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5964cfcf-1a34-4ca1-bd4a-35c019ffbc56 · outbound

This paper cites Fast inference from transformers via speculative decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Fast inference from transformers via speculative decoding

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:44.604854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 964e479a-6aeb-4c27-a514-6dff1cdb0f11 · outbound

This paper cites EAGLE: speculative sampling requires rethinking feature uncertainty.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding EAGLE: speculative sampling requires rethinking feature uncertainty

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:44.388475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 038d5e65-a888-4af9-9498-e1d5a6d4bae4 · outbound

This paper cites Reward-Guided Speculative Decoding for Efficient LLM Reasoning.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:41.836423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a8af52e-8067-4a3a-a6bb-72f198f492ee · outbound

This paper cites DeepSeek-V3 Technical Report.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding DeepSeek-V3 Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:41.888333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02c7f05e-aeb8-4c70-b72e-353f85385a23 · outbound

This paper cites Online speculative decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Online speculative decoding

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:44.170214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 91872f8d-8c02-43dd-9757-96b0200f32de · outbound

This paper cites Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.069379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c626bcc0-b2f1-40e8-ac1f-c1e9a607d7cb · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Self-refine: Iterative refinement with self-feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.124071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86810514-48c7-49c3-aa91-4611ecd64f7d · outbound

This paper cites SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.151725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bc7c591-b070-42b3-bf47-0805cc71c562 · outbound

This paper cites an unresolved cited work.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:43.938971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1d8a7156-2701-4718-b3bd-ad8bc95dabaf · outbound

This paper cites Optimized Multi-Token Joint Decoding with Auxiliary Model for LLM Inference.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Optimized Multi-Token Joint Decoding with Auxiliary Model for LLM Inference

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.269242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc60b96a-f435-428f-a5a2-0015f14e6982 · outbound

This paper cites Accelerating transformer inference for translation via parallel decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Accelerating transformer inference for translation via parallel decoding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.365896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9279006e-a71f-4d9f-abd0-c2170bff20c8 · outbound

This paper cites Blockwise parallel decoding for deep autoregressive models.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Blockwise parallel decoding for deep autoregressive models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:43.796956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e6b6df49-cde3-4a09-917a-ad72ed14b9cd · outbound

This paper cites Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:32:43.367300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9348587d-f7b3-4433-b6f9-b950c8389372 · outbound

This paper cites Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.653157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aea8502-c3da-49e5-bd95-5429f5c2cbae · outbound

This paper cites Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.749845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9902f502-2188-40e4-ad7d-855b05649d8e · outbound

This paper cites Densing Law of LLMs.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Densing Law of LLMs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.812379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c436f607-dba2-4d78-bc90-cc096442bc52 · outbound

This paper cites Inference with Reference: Lossless Acceleration of Large Language Models.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Inference with Reference: Lossless Acceleration of Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.841436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40fd7d9d-b6aa-4643-85bd-8910c46ec041 · outbound

This paper cites Multi-Candidate Speculative Decoding.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Multi-Candidate Speculative Decoding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.878263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b59d3046-559f-4cf2-951f-1b2b0749e4a1 · outbound

This paper cites Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.925594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1877e3ca-a752-450a-97c6-460feb67cab9 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Xing, Hao Zhang, Joseph E

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:42.991535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bac95506-4240-4cb2-adcc-2fcaed54342a · outbound

This paper cites Distillspec: Improving speculative decoding via knowledge distillation.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Distillspec: Improving speculative decoding via knowledge distillation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:43.666336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d357a65e-6426-42b7-b63c-fe9ce9c5c04e · outbound

This paper cites A Survey on Efficient Inference for Large Language Models.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding A Survey on Efficient Inference for Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:43.093220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 0319e73b-0483-4ca8-8267-a1773fa8038c · inbound

Parallel Decoder Transformer: Planner-Conditioned Latent Coordination for Model-Intrinsic Parallel Generation cites this paper.

Parallel Decoder Transformer: Planner-Conditioned Latent Coordination for Model-Intrinsic Parallel Generation Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T17:22:06.965119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8494809f-5127-4b3c-a4e5-d4f0b40c01c2 · inbound

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration cites this paper.

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-13T04:07:13.047852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.