Paper Citation Record · LEDGER

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts

As of 14 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 3 inbound Pith citation observations for arXiv:2412.01447.

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

pith.paper-citation-record.v1
2412.01447 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:26:59.641907Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T15:58:05.356765Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T21:57:38.315816Z

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy0
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c041e5c-c5ee-438f-b824-906bedcf949b · outbound

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

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.548823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72239bfa-bf74-47b0-ad52-8c9f36a1ac3d · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.554432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5889ef7-0e1b-4f18-a3a4-81cd68408397 · outbound

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

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.558035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f31cc967-2bf7-4145-95ad-afbe6b1d5328 · outbound

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

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Accelerating Large Language Model Decoding with Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.562551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc103ce0-8319-43b2-a2e8-2c5a98db2277 · outbound

This paper cites Break the Sequential Dependency of LLM Inference Using Lookahead Decoding.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.566128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66ae758d-d9fd-4db1-a6ff-87a38ad37b80 · outbound

This paper cites CodeEditorBench: Evaluating Code Editing Capability of Large Language Models.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts CodeEditorBench: Evaluating Code Editing Capability of Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.569575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71fd460d-df3f-4a4d-91e7-f57d9d0207dd · outbound

This paper cites REST: Retrieval-Based Speculative Decoding.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts REST: Retrieval-Based Speculative Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.573324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a299b6a-fd7d-41bb-99d3-af084587349c · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:26:59.990407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 57773ced-c4d9-48ca-9b17-9251afbdaffe · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.580077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d71c21-e9f1-4f5d-a322-e0799c068ed6 · outbound

This paper cites A Survey of Large Language Models Attribution.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts A Survey of Large Language Models Attribution

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.583061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dfe4135-9132-40f1-8083-b58527d2c6f5 · outbound

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

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.586480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e078163-0c18-4ab5-9e05-0fc8c0a9cc90 · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:26:59.975888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c89d983-f2c5-487c-92fc-a090ca5e31f1 · outbound

This paper cites PaSS: Parallel Speculative Sampling.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts PaSS: Parallel Speculative Sampling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.593246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c431f7-c965-4238-9af7-ae4f21806233 · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.596732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8842d11-f8e6-4f63-9662-0a137645b350 · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.599985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22967f17-670e-4106-88ad-1d36c0485f37 · outbound

This paper cites Peering into the Mind of Language Models: An Approach for Attribution in Contextual Question Answering.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Peering into the Mind of Language Models: An Approach for Attribution in Contextual Question Answering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.602918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a1b94c2-772d-4721-ac3e-468c37787079 · outbound

This paper cites Accelerating Transformer Inference for Translation via Parallel Decoding.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Accelerating Transformer Inference for Translation via Parallel Decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.606043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bacb4164-4dbb-48b1-9ca3-e86c4ba1c671 · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:26:59.961653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fc2a3db-201e-4a2b-9b4f-2939625a95f8 · outbound

This paper cites SEMQA: Semi-Extractive Multi-Source Question Answering.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts SEMQA: Semi-Extractive Multi-Source Question Answering

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.612503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62461f7a-7de6-4a8f-8634-bd6c52c3c91d · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.616025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bfa167f-cdf0-4eb9-9c36-a736132907b6 · outbound

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

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.618955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e0058d6-38b9-40df-9a6c-606ef1746799 · outbound

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

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Inference with Reference: Lossless Acceleration of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.622263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f629380b-9983-4065-bf24-3eae929c4455 · outbound

This paper cites Predictive Pipelined Decoding: A Compute-Latency Trade-off for Exact LLM Decoding.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Predictive Pipelined Decoding: A Compute-Latency Trade-off for Exact LLM Decoding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.625468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70bc2ee8-1378-4273-a1e7-7e03167a82b6 · outbound

This paper cites XATU: A Fine-grained Instruction-based Benchmark for Explainable Text Updates.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts XATU: A Fine-grained Instruction-based Benchmark for Explainable Text Updates

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-12T04:26:59.696939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6f8e579c-8b50-4ff5-8380-768aa5ef3a4d · outbound

This paper cites Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.631815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bab6bb1-a413-43f8-b1b5-5cc13cd09350 · outbound

This paper cites an unresolved cited work.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.635085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd9271dd-55e9-4020-83eb-1bc10e40ed25 · outbound

This paper cites online" 'onlinestring :=.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts online" 'onlinestring :=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.637975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75979415-106c-4a32-b2f8-f245363b930b · outbound

This paper cites write newline.

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts write newline

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:59.641907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a68cddf1-9f91-4ee5-8579-1e988d9fe21a · inbound

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

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting PLD+: Accelerating LLM inference by leveraging Language Model Artifacts

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:59.277568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b5961e8d-b4d5-47f2-8eda-10a18dedeb5e · inbound

Trees from Marginals: Autoregressive drafting with factorized priors cites this paper.

Trees from Marginals: Autoregressive drafting with factorized priors PLD+: Accelerating LLM inference by leveraging Language Model Artifacts

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-07-10T21:57:38.332138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1cb9ecee-da1a-424b-a225-49888d282dd6 · inbound

Trees from Marginals: Autoregressive drafting with factorized priors cites this paper.

Trees from Marginals: Autoregressive drafting with factorized priors PLD+: Accelerating LLM inference by leveraging Language Model Artifacts

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T15:58:05.356765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.