Paper Citation Record · LEDGER

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

As of 5 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 7 inbound Pith citation observations for arXiv:2601.15593.

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

pith.paper-citation-record.v1
2601.15593 v2

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T12:33:25.379227Z

measured 25 of 25 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:17:49.463167Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

18 of 18 outbound references displayed

verified exact1
verified fuzzy3
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch9

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation ba8756ee-6d6e-4a0b-8161-23de6143bb75 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Evaluating Large Language Models Trained on Code

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T12:37:53.315979Z

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 1091b92c-109d-41d5-8c53-92c92aa14444 · outbound

This paper cites Sdar: A syn- ergistic diffusion-autoregression paradigm for scalable sequence generation.arXiv preprint arXiv:2510.06303.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Sdar: A syn- ergistic diffusion-autoregression paradigm for scalable sequence generation.arXiv preprint arXiv:2510.06303

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T12:37:53.323729Z

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 63609d5a-0bea-41b9-be6b-927ac5bb9961 · outbound

This paper cites CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T12:37:53.319781Z

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 e7ca819d-e41f-4322-ae78-71b7e34deafc · outbound

This paper cites KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T12:37:53.304306Z

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 993fc399-91e3-4bb1-8ab5-a87b2844438c · outbound

This paper cites Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:37:53.327333Z

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 f6cf89f1-5da8-4e47-a380-b7e6b7ad44eb · outbound

This paper cites From next-token to next-block: A principled adaptation path for diffusion llms.arXiv preprint arXiv:2512.06776.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow From next-token to next-block: A principled adaptation path for diffusion llms.arXiv preprint arXiv:2512.06776

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T12:37:53.339880Z

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 fcaa010f-b6e9-4a3a-83d2-5518d7b27685 · outbound

This paper cites SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T12:59:45.390593Z

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 fe2ab12b-911a-4d92-bfab-3c10adffa4a4 · outbound

This paper cites CMATH: Can Your Language Model Pass Chinese Elementary School Math Test?.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow CMATH: Can Your Language Model Pass Chinese Elementary School Math Test?

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T12:37:53.308393Z

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 94bb8d9b-2265-47f4-b22f-184360772a4f · outbound

This paper cites Qwen3 Technical Report.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Qwen3 Technical Report

Reference 9

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T12:37:53.312171Z

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 b4c8d93b-6a84-4e8f-9b5d-cae7ea1a24e6 · outbound

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

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Dream 7B: Diffusion Large Language Models

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T12:37:53.335129Z

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 cb8e9eb2-96b0-4452-b55b-202493a95113 · outbound

This paper cites an unresolved cited work.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-16T12:42:53.913970Z

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 0754ad7f-1f8b-47b1-ae9a-0888843034cc · outbound

This paper cites Block Size 4 (max).

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Block Size 4 (max)

Reference 12

Resolution: malformed identifier; raw_fallback, observed 2026-05-16T12:42:53.906429Z

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 8533d6b2-85be-4139-8d2e-e424ec259510 · outbound

This paper cites an unresolved cited work.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-16T12:42:53.919492Z

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 c5f33469-56b1-4649-b063-1be5b979e7bb · outbound

This paper cites look ahead.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow look ahead

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T12:42:53.916331Z

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 9d847d36-66f3-44f9-9e28-a91dcb4d2f8a · outbound

This paper cites an unresolved cited work.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-16T12:42:53.903089Z

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 ae29b794-266b-4db7-a734-a0f5d146df97 · outbound

This paper cites Sim- ilarly,Dream-7Breached a score of 40 at epoch.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Sim- ilarly,Dream-7Breached a score of 40 at epoch

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T12:42:53.908881Z

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 ea3cfd66-08bb-4d2a-b049-2a26887079ac · outbound

This paper cites an unresolved cited work.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-16T12:42:53.911529Z

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 97eb1b62-3238-4fe7-b95e-abc082cabe6f · outbound

This paper cites intra-step.

Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow intra-step

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T12:42:53.922300Z

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

Observation 32fd812d-ff47-4399-a5dd-b7a41bddfffc · inbound

Locally Coherent Parallel Decoding in Diffusion Language Models cites this paper.

Locally Coherent Parallel Decoding in Diffusion Language Models Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T12:05:04.801618Z

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 d1640cc1-929c-412e-a419-24e027e43bcd · inbound

PSD: Pushing the Pareto Frontier of Diffusion LLMs via Parallel Speculative Decoding cites this paper.

PSD: Pushing the Pareto Frontier of Diffusion LLMs via Parallel Speculative Decoding Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:08:54.310230Z

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 9f8f58d7-297c-4dd6-84ee-7d591b4b09af · inbound

Visual-Redundancy-Controlled Parallel Decoding for Diffusion-Based Multimodal Large Language Models cites this paper.

Visual-Redundancy-Controlled Parallel Decoding for Diffusion-Based Multimodal Large Language Models Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-06-29T23:14:01.640437Z

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 7917fa6c-7aab-44cc-a91d-867b758ad1b4 · inbound

Decoding in Order-Agnostic Language Models: Chain-Rule Deviation and Uniform Spreading cites this paper.

Decoding in Order-Agnostic Language Models: Chain-Rule Deviation and Uniform Spreading Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-07-01T20:46:13.575345Z

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 fb966eb4-9cc2-4364-b8d5-4c2be7a3bb69 · inbound

Fast-dLLM++: Fr\'{e}chet Profile Decoding for Faster Diffusion LLM Inference cites this paper.

Fast-dLLM++: Fr\'{e}chet Profile Decoding for Faster Diffusion LLM Inference Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T23:36:23.352636Z

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 07e55d14-fdc3-4c3d-bb43-d75642896213 · inbound

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation cites this paper.

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 207

Resolution: unresolved; no resolver link, observed 2026-08-02T05:17:49.463167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 522f26b3-2aec-4432-9c9c-def9cae37214 · inbound

Rethinking the Generation Order of Block Diffusion Language Models cites this paper.

Rethinking the Generation Order of Block Diffusion Language Models Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-31T18:41:15.797088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.