Paper Citation Record · LEDGER

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting

As of 5 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2607.07409.

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

pith.paper-citation-record.v1
2607.07409 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-09T11:48:15.243087Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact18
verified fuzzy5
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48a651ea-cd15-4266-95cb-4199a494a0f9 · outbound

This paper cites GPT-4 Technical Report.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting GPT-4 Technical Report

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.311350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 54812b51-ac7e-401d-8796-0255c40ab597 · outbound

This paper cites Pard: Accelerating llm inference with low-cost parallel draft model adaptation.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Pard: Accelerating llm inference with low-cost parallel draft model adaptation

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-09T11:56:12.338137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3a9f2229-1a51-4920-a24c-af8a226c22aa · outbound

This paper cites Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.273927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 79a67f00-261a-4170-a655-543d501c1a5e · outbound

This paper cites Block diffusion: Interpolating between autoregressive and diffusion language models.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Block diffusion: Interpolating between autoregressive and diffusion language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T11:56:12.376123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 035f0538-bb22-40cf-acf7-f2b026971807 · outbound

This paper cites Program Synthesis with Large Language Models.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Program Synthesis with Large Language Models

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.347691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2620b836-d5a9-40e4-a514-f09f7f939a3d · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.305747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 718168e3-5fb5-4a99-b46e-dedf2b72b6f4 · outbound

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

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Accelerating Large Language Model Decoding with Speculative Sampling

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.304831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4bcdd591-cd5a-4fb3-b9e5-26efdb367505 · outbound

This paper cites DFlash: Block Diffusion for Flash Speculative Decoding.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting DFlash: Block Diffusion for Flash Speculative Decoding

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T11:56:12.344540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d1bc5da3-1c2d-454b-bcb9-f989a55def74 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Evaluating Large Language Models Trained on Code

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.311107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6bb530cf-ed6b-475e-9bce-ed00948534cc · outbound

This paper cites DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.308606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation eeb01db7-0ab0-45fc-ac88-1bbcb0738def · outbound

This paper cites Speculative diffusion decoding: Accelerating language generation through diffusion.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Speculative diffusion decoding: Accelerating language generation through diffusion

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T11:56:12.373969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 95d39266-d640-4ce3-83bd-fc3eae19ad20 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Training Verifiers to Solve Math Word Problems

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.331578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0ed9faaf-d620-4dd0-a5e0-4f7e5af09f1c · outbound

This paper cites Non-Autoregressive Neural Machine Translation.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Non-Autoregressive Neural Machine Translation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.269642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6391ff73-a252-4e51-9cd2-947d0e4a0b4d · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Measuring Mathematical Problem Solving With the MATH Dataset

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.324673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dfa3b5a2-6ab2-44b9-be0a-a9c42b8815a3 · outbound

This paper cites JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T11:56:12.314051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 861e04ac-a86c-4365-9774-ba62d6b118aa · outbound

This paper cites EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T11:56:12.322195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7f80b80b-5c0f-4286-9e06-31906222a97e · outbound

This paper cites Dart: Diffusion-inspired speculative decoding for fast llm inference.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Dart: Diffusion-inspired speculative decoding for fast llm inference

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-09T11:56:12.341934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5c40b3bb-188d-4dc2-86c4-6ba24f487e29 · outbound

This paper cites Tidar: Think in diffusion, talk in autoregression.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Tidar: Think in diffusion, talk in autoregression

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-09T11:56:12.314525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b3cdb2dd-f046-4b5c-83f6-1af4fa99ff0e · outbound

This paper cites TreeFlash: Parallel AR-Approximation for Faster Speculative Decoding.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting TreeFlash: Parallel AR-Approximation for Faster Speculative Decoding

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.327260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4bba3473-234d-4ef1-8237-8e4ffbe0d85b · outbound

This paper cites Accelerating Speculative Decoding with Block Diffusion Draft Trees.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Accelerating Speculative Decoding with Block Diffusion Draft Trees

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.298902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 804bf18f-2b4f-4a14-aa2e-dd92b9a7ee58 · outbound

This paper cites Sandler, J.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Sandler, J

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-07-09T11:56:12.326069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2da0827b-b343-4116-8336-5b5a08479a86 · outbound

This paper cites Alpaca: A strong, replicable instruction- following model.Stanford Center for Research on F oundation Models.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Alpaca: A strong, replicable instruction- following model.Stanford Center for Research on F oundation Models

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T11:56:12.383196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 47e83a97-1c0c-4dc6-8796-b67c81e2fda8 · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.328755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 675313ab-5296-45ac-b6d7-b92f85502471 · outbound

This paper cites D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.319730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 80a9cd3d-5e7e-4b36-9df9-13f9964b8655 · outbound

This paper cites Qwen3 Technical Report.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Qwen3 Technical Report

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-07-09T11:56:12.317157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 201cd209-8fc0-4ffd-a35d-82ae1ecce78b · outbound

This paper cites American invitational mathematics examination (aime) 2025.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting American invitational mathematics examination (aime) 2025

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T11:56:12.367170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4a552002-a94c-44c5-bc95-52408af3c122 · outbound

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

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Distillspec: Improving speculative decoding via knowledge distillation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T11:56:12.371919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d91e89a7-9b1c-4b3a-9c5e-6ba771b3d8c5 · outbound

This paper cites an unresolved cited work.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-07-09T11:56:12.378247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 13e66c57-6c37-4d98-88ee-0f46849bb28e · outbound

This paper cites For each training sequence, we count only tokens whose loss mask equals one, i.e., assistant-response tokens that contribute to the super- vised objective.

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting For each training sequence, we count only tokens whose loss mask equals one, i.e., assistant-response tokens that contribute to the super- vised objective

Reference 29

Resolution: malformed identifier; raw_fallback, observed 2026-07-09T11:56:12.369687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.