Paper Citation Record · LEDGER

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models

As of 8 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2607.27386.

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

pith.paper-citation-record.v1
2607.27386 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:22:30.019296Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87f08806-1bbe-4d49-ac21-85217748553c · outbound

This paper cites Shen Nie, Fengqi Zhu, Zebin You, Xiaolu Zhang, Jingyang Ou, Jun Hu, Jun Zhou, Yankai Lin, Ji-Rong Wen, and Chongxuan Li.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Shen Nie, Fengqi Zhu, Zebin You, Xiaolu Zhang, Jingyang Ou, Jun Hu, Jun Zhou, Yankai Lin, Ji-Rong Wen, and Chongxuan Li

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.350734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40f1402f-7570-4c1a-9909-5b49bceae704 · outbound

This paper cites Qwen2.5 Technical Report.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Qwen2.5 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.523214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 769274d0-d260-4045-9cdd-448979484208 · outbound

This paper cites Shojiro Yamabe and Jun Sakuma.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Shojiro Yamabe and Jun Sakuma

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.610360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94269232-9605-4da6-bcba-37eb52a1c72a · outbound

This paper cites Jiacheng Ye, Zhihui Xie, Lin Zheng, Jiahui Gao, Zirui Wu, Xin Jiang, Zhenguo Li, and Lingpeng Kong.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Jiacheng Ye, Zhihui Xie, Lin Zheng, Jiahui Gao, Zirui Wu, Xin Jiang, Zhenguo Li, and Lingpeng Kong

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.673695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e125171e-9d71-4270-be2f-831700b0ee32 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models BERTScore: Evaluating Text Generation with BERT

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.737384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0240191a-feb7-4b2b-b5db-5cc3adf5d0d6 · outbound

This paper cites Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.809008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3aa9b89-4703-402b-bc55-4ab541fec3fe · outbound

This paper cites B IPM Algorithm (Full Pseudocode) Algorithm 1 provides the complete pseudocode for IPM-Threshold.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models B IPM Algorithm (Full Pseudocode) Algorithm 1 provides the complete pseudocode for IPM-Threshold

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.934637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec3cd56f-7143-4c7c-9651-4cd9fe4a687b · outbound

This paper cites robustness does not replicate across pairs.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models robustness does not replicate across pairs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:30.019296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3a11386-bea3-46b0-9327-8b1039ad59eb · outbound

This paper cites an unresolved cited work.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Unresolved cited work

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.070856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d904768e-9a75-4a60-8fc5-5e50ca83b0df · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Training Verifiers to Solve Math Word Problems

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:28.942971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10b2022b-f75a-42d3-ba5f-c6554d2a6abc · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.878580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14f6d79f-dfa8-4964-8884-2ad56d94dbb6 · outbound

This paper cites The Llama 3 Herd of Models.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.205444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1ef959d-f52c-40ad-b144-fef08abb43c2 · outbound

This paper cites Aaron Lou, Chenlin Meng, and Stefano Ermon.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Aaron Lou, Chenlin Meng, and Stefano Ermon

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.267555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2245d13-1c40-4666-bd87-82bc07c4a262 · outbound

This paper cites Re-Mask and Redirect: Exploiting Denoising Irreversibility in Diffusion Language Models.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Re-Mask and Redirect: Exploiting Denoising Irreversibility in Diffusion Language Models

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.439270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.