Paper Citation Record · LEDGER

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree

As of 13 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2412.12639.

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

pith.paper-citation-record.v1
2412.12639 v3

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:56:39.808556Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T01:08:14.247342Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:26:24.739905Z

Reference resolution

49 of 49 outbound references displayed

verified exact2
verified fuzzy2
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 088995a7-78ae-4a33-96d8-086b3ba695a1 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.544245Z

Source-reported events for the cited work

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Observation 1095de3a-02e5-48b5-8e39-cdeb02d13c4d · outbound

This paper cites write newline.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.549623Z

Source-reported events for the cited work

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Observation cd21b300-3a5a-4f28-bccd-710ef8584d9c · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.560090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1f4542ba-b36b-4454-b281-de72137be92f · outbound

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

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.561574Z

Source-reported events for the cited work

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Observation c8fa522f-0984-42ad-99c2-8f573c815683 · outbound

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

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Accelerating Large Language Model Decoding with Speculative Sampling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.568070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b102a94c-ac3e-486c-b195-872c3f3f1a09 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Evaluating Large Language Models Trained on Code

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.573168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85d3b22d-8c13-4fad-9bc1-0a8201207dca · outbound

This paper cites Cascade Speculative Drafting for Even Faster LLM Inference.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Cascade Speculative Drafting for Even Faster LLM Inference

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.580987Z

Source-reported events for the cited work

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Observation 49babc3b-b03a-4f88-9090-b3237ccf8188 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Training Verifiers to Solve Math Word Problems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.586758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 330b6d1d-7df0-4e21-8124-61eeafdf9cd6 · outbound

This paper cites F.; Tao, D.; and Tu, Z.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree F.; Tao, D.; and Tu, Z

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:56:40.547022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dfc0bfd4-2231-4a0d-b1f1-898a3cd10303 · outbound

This paper cites GLM: General Language Model Pretraining with Autoregressive Blank Infilling.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree GLM: General Language Model Pretraining with Autoregressive Blank Infilling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.596093Z

Source-reported events for the cited work

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Observation 2ada1f50-1235-4c8d-a9bc-f04c24a8fe48 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.534753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6f84257a-97a4-414e-9fef-66e472a28cbf · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.519615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 175d18a3-778f-45f0-a3f4-316ff51a0d06 · outbound

This paper cites Better & Faster Large Language Models via Multi-token Prediction.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Better & Faster Large Language Models via Multi-token Prediction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.607525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af66018e-a323-43ff-a041-e8aa6ef34276 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.612401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ab821b5-56ec-4d84-af51-00a24bbfdb33 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.493299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8fa911fd-5676-4554-b832-7d0412bbc4be · outbound

This paper cites Fine-Tuning by Curriculum Learning for Non-Autoregressive Neural Machine Translation.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Fine-Tuning by Curriculum Learning for Non-Autoregressive Neural Machine Translation

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:56:40.085206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a288e5bd-b530-420d-939f-c51e55f907c5 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.477145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4482b961-7191-436d-a1f9-4a51fd5f0c59 · outbound

This paper cites Self-Distillation Mixup Training for Non-autoregressive Neural Machine Translation.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Self-Distillation Mixup Training for Non-autoregressive Neural Machine Translation

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:56:40.061510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e903e635-f4ba-40a0-a7b8-19bfd2aff34f · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Distilling the Knowledge in a Neural Network

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.638681Z

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Observation 47ab6896-f1db-4b66-b3b6-ac9762015293 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.642790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 176e4f2f-8909-4647-a87e-36107980e473 · outbound

This paper cites W.; Gholami, A.; and Keutzer, K.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree W.; Gholami, A.; and Keutzer, K

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:56:40.446329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ba1f2e9a-4969-45f3-9bfd-3d67295ac2cc · outbound

This paper cites Fast Inference from Transformers via Speculative Decoding.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Fast Inference from Transformers via Speculative Decoding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.653053Z

Source-reported events for the cited work

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Observation 018023f6-a511-40a7-abf7-378e706924c6 · outbound

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

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.663532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd32a44b-b5b5-45b3-80be-770b28e89738 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.426314Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c9e0826-8656-4623-89a3-6b8b1145ee52 · outbound

This paper cites PaSS: Parallel Speculative Sampling.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree PaSS: Parallel Speculative Sampling

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.674571Z

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Unavailable: canonical work link unavailable.

Observation dc02a5c5-cb1a-44f5-b382-3ce5f730c8e1 · outbound

This paper cites In-context Learning and Induction Heads.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree In-context Learning and Induction Heads

Reference 26

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Observation 85628b68-1705-4171-bacb-ad0d145d294f · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.408816Z

Source-reported events for the cited work

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Observation 9885abe7-7969-4c1a-8386-d0338e15da0a · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.388929Z

Source-reported events for the cited work

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Observation d0236f5d-c9bd-4bdf-8d7c-04b16e9ac3d0 · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 29

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Observation 7ff372d0-6ce5-423d-9cf6-8092dfad27ca · outbound

This paper cites an unresolved cited work.

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Reference 30

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Observation dd547bb5-cfd0-4fcf-9315-2da5ce487123 · outbound

This paper cites an unresolved cited work.

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Reference 31

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Observation 975475f5-45a8-4cae-b9be-ff813764f66e · outbound

This paper cites Accelerating LLM Inference with Staged Speculative Decoding.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Accelerating LLM Inference with Staged Speculative Decoding

Reference 32

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This paper cites an unresolved cited work.

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Reference 33

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Observation 62d5b023-e51c-4dfe-a105-c319e0e4f94e · outbound

This paper cites an unresolved cited work.

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Reference 34

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Observation 15dee101-6225-40c4-b916-5ceafb872b5e · outbound

This paper cites WaveNet: A Generative Model for Raw Audio.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree WaveNet: A Generative Model for Raw Audio

Reference 35

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Observation 329f5adc-5855-4742-a60b-bdb427d69611 · outbound

This paper cites an unresolved cited work.

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Reference 36

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Observation 162cc3db-c0d0-45ed-b514-07c4426e776d · outbound

This paper cites Efficient Large Language Models: A Survey.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Efficient Large Language Models: A Survey

Reference 37

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This paper cites an unresolved cited work.

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Reference 38

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Observation 560487e9-aabd-4d9c-9d73-6e1b71cf50c8 · outbound

This paper cites an unresolved cited work.

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Reference 39

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Observation 399bc475-9fcd-49fc-b503-f18391603f7e · outbound

This paper cites Accelerating Production LLMs with Combined Token/Embedding Speculators.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Accelerating Production LLMs with Combined Token/Embedding Speculators

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.760297Z

Source-reported events for the cited work

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Observation 9e19fcaf-326a-4171-89ea-ff63a7fc60b1 · outbound

This paper cites an unresolved cited work.

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Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:56:40.217318Z

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Observation 6a36a5c1-318b-4044-b772-3322b34f97d5 · outbound

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

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Reference 42

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Observation 355893e3-66d0-4fdb-9c4b-b7356dafd000 · outbound

This paper cites A Survey on Non-Autoregressive Generation for Neural Machine Translation and Beyond.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree A Survey on Non-Autoregressive Generation for Neural Machine Translation and Beyond

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.777354Z

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Observation eecc80ce-032a-4d7f-a8c0-6b2e2fff821b · outbound

This paper cites an unresolved cited work.

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Reference 44

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Source-reported events for the cited work

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Observation 368bf258-9b1c-4e01-a035-843ea2b7ba09 · outbound

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

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.788351Z

Source-reported events for the cited work

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Observation 871eb455-5dcf-4a0b-8ac6-99956511008e · outbound

This paper cites Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy

Reference 46

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Source-reported events for the cited work

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Observation 1320dda8-e617-4b36-adfa-b0a7a0f8b86a · outbound

This paper cites an unresolved cited work.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Unresolved cited work

Reference 47

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Source-reported events for the cited work

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Observation b884096a-6e81-40bd-ac00-1248f41f1541 · outbound

This paper cites A Survey on Model Compression for Large Language Models.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree A Survey on Model Compression for Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.803614Z

Source-reported events for the cited work

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Observation 6908f2f6-4ebb-4d34-8076-e355979e08aa · outbound

This paper cites Fast Decoding in Sequence Models using Discrete Latent Variables.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Fast Decoding in Sequence Models using Discrete Latent Variables

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T13:56:39.808556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4e8c7bb5-17af-47b6-a400-6099c7817c98 · inbound

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding cites this paper.

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:26:24.741992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.