Pith. sign in

Paper Citation Record · LEDGER

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting

As of 5 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2605.18810.

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

pith.paper-citation-record.v1
2605.18810 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-20T21:56:42.264380Z

measured 48 of 48 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T11:56:12.318436Z

Reference resolution

47 of 47 outbound references displayed

  • verified exact24
  • verified fuzzy11
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54dcbf4c-be87-4407-b0e4-a1b580ceb5ec · outbound

This paper cites GPT-4 Technical Report.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting GPT-4 Technical Report

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.149081Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:1b78034cb68bd8e1f12c6d1bdeeb43e36c39118ca4bf198a95f6619ca584fe3c

Observation 7722f104-10f0-4550-b9ad-ce9c16c35d4d · outbound

This paper cites Leviathan, M.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Leviathan, M

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.225337Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:b685d5cb8459e7cac735df7df0b31525ae0517bd7cfd2fb1ad5f8af0aa735727

Observation 14c6435d-dd2c-4b5c-9d9c-78d55ed17c54 · outbound

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

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.122988Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:9dac85f0f2199986bd3ed5bacf6a2279348a8ed052ec1efe1c16cebe16e4dec7

Observation c07ace78-7cad-4207-9588-05936128d532 · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.268771Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:7d6d3971baf5c2b197309c45a23b99cde14bcfba70b4e68969c2a9098a71e1d6

Observation 1cf2b554-b6dc-4912-bba0-6cac87d75200 · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.231064Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:fe9c360e1dca91f835b62e4851e373b09caf293132e92ac6d0ff2b383e69733d

Observation ebddf579-38d7-4b66-a2a2-65aa1a4e3cd6 · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.254285Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:87c162b596d3e34583966e70e5bded7d79df3b9b1093cd942dbd607921d4a168

Observation c42f13bf-6106-44bc-9061-080b7fba00eb · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.241339Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:38f397aae568e156d78917a2e5de4d92428e4479a94c9779b4172c479441175f

Observation 867c61f7-e496-4d85-8a22-ff1c943bc5de · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.264476Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:9a2775b221c0d3eb42818470ef2438e7940e7fa0ac5a0280c1f9d55dc5d485c4

Observation 4c1179be-20fc-49be-bd77-8a9130c4c43b · outbound

This paper cites Zhang, X.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Zhang, X

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.259449Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:363957877d6d9e45648c2f7cd9c5d3226754286642ed594af31bf2395b4b937f

Observation 92426fd3-02c9-476d-8a1b-f9f37ddbddd8 · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.245258Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:5a0d89e7878babc79c74857b59016cd749ac8778101aa68b074af1902c984f85

Observation 7bff590d-ad5b-4991-bde7-f370db24e62b · outbound

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

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting DFlash: Block Diffusion for Flash Speculative Decoding

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-29T02:05:01.756664Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:6245896b8803c33cdfedbd6fb2cd5f46314ebf784f547b0a1832abfc992d913e

Observation e5df5fee-55b7-4132-8480-57eaa9e8a851 · outbound

This paper cites LK Losses: Direct Acceptance Rate Optimization for Speculative Decoding.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting LK Losses: Direct Acceptance Rate Optimization for Speculative Decoding

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-06-02T04:04:29.221763Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:b994117990c338e7a26029137de39684f86afe324d26f6e2dfe647c86adfb206

Observation e8c60d40-1d85-4320-b050-46603291a392 · outbound

This paper cites Nathawani, S.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Nathawani, S

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.326241Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:fd58f2b292c99a9483f52052efec317f6445ad1a862f4204553692fd23d1f508

Observation f1a61314-5d68-4baa-81bb-417ffa0a6496 · outbound

This paper cites Chaudhary.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Chaudhary

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.321601Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:7972f04f6493a37b886f14efe19ad443bf7d50ebec1d49ef00126d28958f8bb7

Observation 652f2ee8-5071-45d7-858f-2f551f1bb121 · outbound

This paper cites ShareGPT: GPT-4/ChatGPT conversations shared by users.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting ShareGPT: GPT-4/ChatGPT conversations shared by users

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.317004Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:8bc9926ebdb380c59732daeb174e2eced0ad954f4312828a6ae51dd0df47e7df

Observation 2800afec-2a41-4a24-a9e0-b6b44dc88bf9 · outbound

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

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Dart: Diffusion-inspired speculative decoding for fast llm inference

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.130786Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:9d6f9497eb4c42418ec1bedb14736a97186ff12dc1959d4078ad3346e2cacb2f

Observation 089d387b-329d-4e52-b216-2c76a2fefe6b · outbound

This paper cites Arriola et al.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Arriola et al

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.236399Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:5f7f1331ee5d30905cb927d38e22309c7b1a69838869fc4b1ca667c26a5e3294

Observation 974738e9-8d83-4523-84e6-5d69e85cb9d0 · outbound

This paper cites Large Language Diffusion Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Large Language Diffusion Models

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.176531Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:604b864202d75a5934a8dd7f6d6f6de1968f46ae62b338fd6b30794e46b43895

Observation bf192d9c-3c7b-4343-a3a8-e068a7bab99d · outbound

This paper cites Stern, N.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Stern, N

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.249473Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:23b28aa572fd0617a217e199cef42fb47998ca7197b5345813d7bd729618393f

Observation 3ea4cc3c-a945-43c1-b77e-a7c2012e2f15 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting LLaMA: Open and Efficient Foundation Language Models

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.212789Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:7f432cebbd81136c14c9fd675835998c2818b3e56573ddf8f961ffa7e18612b1

Observation c243bd83-d486-47e9-9e3b-46fce389c01d · outbound

This paper cites The Llama 3 Herd of Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting The Llama 3 Herd of Models

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.143182Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:247cbdb54a2c3379b591f3bdd6c45dd92c91f05f722891dad926506575a3e698

Observation 2a615a95-de3c-4e22-9006-f2c6bad53f92 · outbound

This paper cites Qwen3 Technical Report.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Qwen3 Technical Report

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.219422Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:5a3db7232b864bd04dd26183945f3f62c199d35e07be9fe97e913da48fc40565

Observation 2c09296f-39f2-469b-b2a8-6a23238357de · outbound

This paper cites Zheng, W.-L.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Zheng, W.-L

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.312424Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:d0880d3157fbe601e48b0e8b52d865992154e3f2c69f5df651ceb55aa9e4491f

Observation fe1dce1d-2a94-4701-92c1-fbbf81c93d5e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Training Verifiers to Solve Math Word Problems

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.106325Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:9f7bf7040ee29807abd0f96cdc14a57a40b0fbe7d62c386df035114d9aa06418

Observation 8abb91ac-74d1-4b08-8fbe-a5c0f786aba5 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Evaluating Large Language Models Trained on Code

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.189572Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:1cea343c1dc60b8aa448d93fa139ce789cad215f311816dd53ab713fe8b535d1

Observation 64cff8ab-2e8e-4671-b1a5-b27787a9c893 · outbound

This paper cites Program Synthesis with Large Language Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Program Synthesis with Large Language Models

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.137551Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:316ee0d2cc3a9511c5e4d94268847020b2ccfd935cd9447965ee62be3e3580f1

Observation 993d2712-c112-4877-b8b8-a8d0fb687c54 · outbound

This paper cites Hendrycks, C.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Hendrycks, C

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.308371Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:bfa299e5b9ad62a0d3cc24d7bbf94db09bce7f4000ba72c8dfd7c3d42971702b

Observation 95de5c74-e29e-4c49-b1e3-4610a49b4a3c · outbound

This paper cites Taori, I.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Taori, I

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.303922Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:72281c4325831eb6bbc004d684e4f194b4b0bdc1679e89398d39bf0a7d97d6d1

Observation 61f9afc3-fc53-486b-9424-14e93dd19527 · outbound

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

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.171024Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:3a355946f08a0162541de28fa7a48ca8c4cf7b3e4d299d53e9a2ab432cfd60b4

Observation c9603266-033a-4d2a-b2c5-a251fc5d8665 · outbound

This paper cites Recurrent Drafter for Fast Speculative Decoding in Large Language Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.207309Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:0c8e6af14e138cdd40d8c6e4f3693a13fd40c3ba5836c602c5549b5d55b017fe

Observation 2fe9b26d-5145-445f-ae32-ffe44aa6c035 · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.299266Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:5c428cea0f9524e99512a91d05ced03f229a71b01fb46e0c506f0e4e8dcd4e29

Observation fb991eba-c447-4a91-b5a2-c7575ff25a1f · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.295301Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:c859d1b0544f4b88864e5ca47f5a81f1bd626a351dbf5128e9b320c8bb7363eb

Observation 2a19a9d5-fff8-4d48-bc92-52110d7d9ec8 · outbound

This paper cites Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.098773Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:33c045852185944f85e39d089c3e6b9822211869dfbe2c2d256da26c5198c83f

Observation f3170153-9f48-4e58-93ca-230ae8de985e · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.291873Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:6136aeb1f91689ff8b84563a4ac24f1b3a6004b973f47ee9512ef9100ba3953b

Observation 43a87923-2400-43aa-8542-2819366ef8cc · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.273433Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:b3c9a250065aa59699823c632c7715016752d2af658c9fad3fe12473a6502b61

Observation 06bdca38-f2e2-4587-8155-7c326b890c18 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.195451Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:2d453e76f2be1a89d4d398b067bd41e06796e684a26b005775e19b0b33c0fb58

Observation 1a898502-2af8-4249-be1a-e8b23759962d · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.183971Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:1af8d135d411e918a411f690fae5b547cdc1f1a66ddb6a10e7c42a8a2a0fdc62

Observation d48dcbf5-18be-4d4d-b339-9abd81a9c25d · outbound

This paper cites Lightman, V.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Lightman, V

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T21:59:07.287607Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:f0c0e8d387f2a46b72ae10d0bf2e2e8c1eebeae5e15aad211931289cc93ba2d4

Observation 86141a99-b4a2-44e1-9db8-182f15452ebe · outbound

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

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.117035Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:96a11a29b6ee85266a83b0aca014a7dfaa3ce022dc696edb157d6d685ef84fe4

Observation b7d7c0c1-bede-4127-a4a2-03a3e4a9690d · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.282841Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:f8d27e15787b302037430726e8caa9ca1f2ad573ba1a95cdff62bbe3c7aafcda

Observation 06b5e29e-aa21-4d16-85a2-4552cadf27d2 · outbound

This paper cites Sandler, J.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Sandler, J

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.164625Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:faf0ce0d32529053bf21261168647800a792f45b86b322f6af8d4f7784ab8d4c

Observation 014906e7-d858-49b2-9f59-e3ec843206fa · outbound

This paper cites an unresolved cited work.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-05-20T21:59:07.277942Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:85559b32345af0b79acf02c3efc1e0e58074046012733fb0df6057953a3f3dfb

Observation 66939af6-1619-49af-8a97-a38d606a455f · outbound

This paper cites Diffuspec: Unlocking diffusion language models for speculative decoding.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Diffuspec: Unlocking diffusion language models for speculative decoding

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.239191Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:67936ce5975654e6f5d910d3b2ce5cfb3e4c3685ec01a79533d854819fa5c64e

Observation cb5a09b7-1d37-46ef-ac07-2f87ad2a6d9a · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Dream 7B: Diffusion Large Language Models

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.155361Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:284c2439eac8ed7ee07e041a0b0cf0b8fdae591d9a6e91dff6003a60b6bc5d2d

Observation 6e72a25f-7e93-4092-9f13-40418021f0e7 · outbound

This paper cites Mercury: Ultra-Fast Language Models Based on Diffusion.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Mercury: Ultra-Fast Language Models Based on Diffusion

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-20T21:59:06.201623Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:9ade90a90bd5fea4209bd58b80bdcfbccb4a43ae15e1ccf8c617b6fc14b2186a

Observation 275be66b-f26f-4ee8-a22a-e719b0661021 · outbound

This paper cites CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.252156Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:cfc97ab1bc4ef7474128a2d46176d1581280583ae0bbf39c3656eebe4d68acc0

Observation f9ece528-5900-4446-9589-07c7dbdcec6d · outbound

This paper cites SpecForge: A flexible and efficient open-source training framework for speculative decoding.

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting SpecForge: A flexible and efficient open-source training framework for speculative decoding

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:59:06.226392Z

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.

source=pdf_text observed=2026-05-20T21:56:42.264380Z digest=sha256:e10ee8e5b6c78e7f1723b2fea213981f8da9f2b3323b46d618c1054faec2dd07

Pith citing papers

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

DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting cites this paper.

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.

source=pdf_text observed=2026-07-09T11:48:15.243087Z digest=sha256:08332fe7440a7931e88f231ae2a0bc3495b342e80b54299f96b2bc4116bf24f4