Paper Citation Record · LEDGER

Consistency in Language Models: Current Landscape, Challenges, and Future Directions

As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 4 inbound Pith citation observations for arXiv:2505.00268.

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

pith.paper-citation-record.v1
2505.00268 v2

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:48:55.116250Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:31:40.831076Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T04:41:21.770528Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy2
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0cd5b0dc-beff-4659-93cc-79adec4b5dd9 · outbound

This paper cites LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.077774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dc8e9c0-af7c-4b3d-8dba-d198e8e2fd59 · outbound

This paper cites org/CorpusID:264145744.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions org/CorpusID:264145744

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.093410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0303b2bc-db5f-47f5-9ef3-6e714ba68c94 · outbound

This paper cites SSD: Towards Better Text-Image Consistency Metric in Text-to-Image Generation.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions SSD: Towards Better Text-Image Consistency Metric in Text-to-Image Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.102511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a661412-f428-4b81-af89-0aef949f3a60 · outbound

This paper cites Wang, A., Cho, K., and Lewis, M.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Wang, A., Cho, K., and Lewis, M

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.107046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6823e336-83d2-41d4-bd0d-9987b86c1281 · outbound

This paper cites Improving the Robustness of Large Language Models via Consistency Alignment.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Improving the Robustness of Large Language Models via Consistency Alignment

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.116250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d728f68-31c4-4503-b8f4-d3d073d2d310 · outbound

This paper cites Consistency Checks for Language Model Forecasters.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Consistency Checks for Language Model Forecasters

Reference 134

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.088392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0206e781-7fed-4913-8045-4240e01bb747 · outbound

This paper cites Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference

Reference 173

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.082974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca7a105e-f0b4-447d-a2be-206d8efcc1d3 · outbound

This paper cites Improving Consistency in Large Language Models through Chain of Guidance.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Improving Consistency in Large Language Models through Chain of Guidance

Reference 182

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.097707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80e41711-db5f-4b6d-bced-7b024aa6472c · outbound

This paper cites acl-main.382.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions acl-main.382

Reference 382

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:48:55.477810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5bab069e-f90f-43f1-93a0-fe02eac9c510 · outbound

This paper cites Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models

Reference 450

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.111140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ed6e67-8edd-4151-a221-d833281cf540 · outbound

This paper cites emnlp-main.991.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions emnlp-main.991

Reference 991

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:48:55.462638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 68e2acf3-fec9-42ff-8044-52c0d7a020fd · outbound

This paper cites org/CorpusID:264405758.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions org/CorpusID:264405758

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.072990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29c738d7-1755-43b7-993f-52a8d8a2f6da · outbound

This paper cites Cui, W., Zhang, J., Li, Z., Damien, L., Das, K., Malin, B., and Kumar, S.

Consistency in Language Models: Current Landscape, Challenges, and Future Directions Cui, W., Zhang, J., Li, Z., Damien, L., Das, K., Malin, B., and Kumar, S

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:55.063502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9825499f-14f5-4e26-831a-19f65a64b0d2 · inbound

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain cites this paper.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Consistency in Language Models: Current Landscape, Challenges, and Future Directions

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T17:31:40.831076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e869553-2704-4e6e-ac11-46fcadeb110d · inbound

Nsanku: Evaluating Zero-Shot Translation Performance of LLMs for Ghanaian Languages cites this paper.

Nsanku: Evaluating Zero-Shot Translation Performance of LLMs for Ghanaian Languages Consistency in Language Models: Current Landscape, Challenges, and Future Directions

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:36:04.719961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 50ca7eae-2d92-47b7-82bf-53afe7488366 · inbound

Consistency as a Testable Property: Statistical Methods to Evaluate AI Agent Reliability cites this paper.

Consistency as a Testable Property: Statistical Methods to Evaluate AI Agent Reliability Consistency in Language Models: Current Landscape, Challenges, and Future Directions

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T04:41:21.773423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 77a92b0d-39be-4067-96e9-c5bab7ffa469 · inbound

Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement cites this paper.

Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement Consistency in Language Models: Current Landscape, Challenges, and Future Directions

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-02T12:15:36.452442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.