Paper Citation Record · LEDGER

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

As of 17 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 18 inbound Pith citation observations for arXiv:2507.11851.

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

pith.paper-citation-record.v1
2507.11851 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:06:09.203252Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:25:35.544478Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T03:07:52.420950Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fed792ba-de91-4bc2-abbc-1d70904108c2 · outbound

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

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.543973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 179ddcfe-ae73-4577-9805-bfe0c6bbd207 · outbound

This paper cites Large Language Diffusion Models.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Large Language Diffusion Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.660603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb912409-3104-47d5-a110-0937887a19c1 · outbound

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

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Better & Faster Large Language Models via Multi-token Prediction

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.820201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7655abb-aa9f-4b46-9ca7-d453af31a45c · outbound

This paper cites Hao Chen, Wayne Luk, Ka-Fai Cedric Yiu, Rui Li, Konstantin Mishchenko, Stylianos I.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Hao Chen, Wayne Luk, Ka-Fai Cedric Yiu, Rui Li, Konstantin Mishchenko, Stylianos I

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.954888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 144285d2-0d40-4e1e-b98a-81c04bb835fe · outbound

This paper cites SDSAT: Accelerating LLM Inference through Speculative Decoding with Semantic Adaptive Tokens.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential SDSAT: Accelerating LLM Inference through Speculative Decoding with Semantic Adaptive Tokens

Reference 9

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T17:06:09.686027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a87f8e9e-bf6d-42db-9450-20fc36edc58b · outbound

This paper cites ParallelSpec: Parallel Drafter for Efficient Speculative Decoding.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.122956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5951cbff-5681-470c-a2e3-973570c325fc · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.193703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e8fe1a6-9f6f-4d04-ac51-1fa02fd9f12c · outbound

This paper cites Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.368714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ae89b71-4f95-493b-abc5-42fb4efd6825 · outbound

This paper cites Yuhui Li, Fangyun Wei, Chao Zhang, and Hongyang Zhang.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Yuhui Li, Fangyun Wei, Chao Zhang, and Hongyang Zhang

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.512707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8661c585-d148-41b0-becb-7b2512e89049 · outbound

This paper cites DeepSeek-V3 Technical Report.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential DeepSeek-V3 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.597204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05f19a42-a220-438f-908d-807cda511c44 · outbound

This paper cites PaSS: Parallel Speculative Sampling.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential PaSS: Parallel Speculative Sampling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.681385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 953957ee-bfb6-4452-aaca-7c54c0706c1f · outbound

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

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.805349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d05f2028-9a6d-4196-b4a1-d954c5ca603e · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Distilling the Knowledge in a Neural Network

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.888338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77c947e7-a230-42c0-b98a-688e1601b8ce · outbound

This paper cites Non-Autoregressive Neural Machine Translation.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Non-Autoregressive Neural Machine Translation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:09.112745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56602a2c-dbe2-43aa-b2f1-ce414a57f331 · outbound

This paper cites Sequence-Level Knowledge Distillation.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Sequence-Level Knowledge Distillation

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.965914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f4ae029-ae34-4189-9f5e-e36b654fd968 · outbound

This paper cites DistillSpec: Improving Speculative Decoding via Knowledge Distillation.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:09.036061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f451723-044a-4d98-a5a8-4cced1afd503 · outbound

This paper cites Understanding Knowledge Distillation in Non-autoregressive Machine Translation.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Understanding Knowledge Distillation in Non-autoregressive Machine Translation

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:09.203252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37d22381-0cf3-481b-92b5-dead4f02a38b · outbound

This paper cites Language models are few-shot learners.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Language models are few-shot learners

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.258568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82495a85-267a-4614-9c12-dbf976ee69bb · outbound

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

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.323036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24ee1c5b-06d7-49d9-b2a2-488846b39b66 · outbound

This paper cites Accelerating LLM Inference with Staged Speculative Decoding.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Accelerating LLM Inference with Staged Speculative Decoding

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:08.272429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31054bfa-44b0-4869-8a8e-e466a8545f10 · outbound

This paper cites Speculative Streaming: Fast LLM Inference without Auxiliary Models.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Speculative Streaming: Fast LLM Inference without Auxiliary Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.458918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc2d063-21c9-4eb7-89b0-9d35c9bc826a · outbound

This paper cites DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:07.719627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ec7af1b1-1901-4cec-ae7e-30cb6be8303d · inbound

Multi-Token Prediction via Self-Distillation cites this paper.

Multi-Token Prediction via Self-Distillation Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:47:28.268093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9677acc8-3ce6-49ce-a503-f5d7a868cdcc · inbound

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

DFlash: Block Diffusion for Flash Speculative Decoding Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T04:09:51.950536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a00f9f-e97f-4945-be09-b66ca875b0d1 · inbound

Gumbel Distillation for Parallel Text Generation cites this paper.

Gumbel Distillation for Parallel Text Generation Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T17:49:55.073215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c404396-e1b1-4e78-86ab-383f023aed5d · inbound

How Transformers Learn to Plan via Multi-Token Prediction cites this paper.

How Transformers Learn to Plan via Multi-Token Prediction Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T10:31:04.888767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7f813327-02f6-4a05-9ea4-0254f0da74fb · inbound

How Transformers Learn to Plan via Multi-Token Prediction cites this paper.

How Transformers Learn to Plan via Multi-Token Prediction Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T16:29:34.232456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d46b2bf3-11b5-420b-871b-d94085be0d92 · inbound

Covert Multi-bit LLM Watermarking: An Information Theory and Coding Approach cites this paper.

Covert Multi-bit LLM Watermarking: An Information Theory and Coding Approach Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-19T20:23:12.941216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fcd04bdc-1784-4fd8-967e-3788d7c1e79d · inbound

FlexDraft: Flexible Speculative Decoding via Attention Tuning and Bonus-Guided Calibration cites this paper.

FlexDraft: Flexible Speculative Decoding via Attention Tuning and Bonus-Guided Calibration Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:58:05.173701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 373fbfef-e4e5-46f0-b003-bfe6d4478a9d · inbound

NITP: Next Implicit Token Prediction for LLM Pre-training cites this paper.

NITP: Next Implicit Token Prediction for LLM Pre-training Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:24:39.179776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cd4fa5aa-1bf1-43ac-89bd-3b3cf97fe8cd · inbound

NITP: Next Implicit Token Prediction for LLM Pre-training cites this paper.

NITP: Next Implicit Token Prediction for LLM Pre-training Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:39:16.277450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e912ef23-9fff-4880-a03c-c67b89d2f48e · inbound

NITP: Next Implicit Token Prediction for LLM Pre-training cites this paper.

NITP: Next Implicit Token Prediction for LLM Pre-training Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T18:45:28.635910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9af3921-7eb9-47fb-8f7f-c166bdcdaa17 · inbound

Selective Latent Thinking: Adaptive Compression of LLM Reasoning Chains cites this paper.

Selective Latent Thinking: Adaptive Compression of LLM Reasoning Chains Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-29T21:43:59.090000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d25fe5d7-0978-4c17-b35a-c3f4941f5763 · inbound

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting cites this paper.

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:53:15.768253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2dbfa245-5f3d-4c8e-873e-72768c2d575a · inbound

Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models cites this paper.

Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:37:26.047624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 44728996-e3a8-4e88-9f45-c393ed04d35f · inbound

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling cites this paper.

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T04:37:36.798979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4282b809-8c0f-4c80-a940-e01e2e2c66e2 · inbound

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding cites this paper.

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:55:41.414942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d4f25567-fa1b-47dd-b588-45e664bba341 · inbound

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding cites this paper.

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-11T03:07:52.446413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 11058976-3e5b-4c53-aeca-19444d6933a2 · inbound

AdaMTP: An Adaptive Training Paradigm for Multi-Token Prediction cites this paper.

AdaMTP: An Adaptive Training Paradigm for Multi-Token Prediction Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T15:25:35.544478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6793cda-705e-452a-ac94-3fb00b817bd2 · inbound

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization cites this paper.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.744739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.