Paper Citation Record · LEDGER

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning

As of 18 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2507.03984.

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

pith.paper-citation-record.v1
2507.03984 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:00:21.679145Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

26 of 26 outbound references displayed

verified exact1
verified fuzzy8
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d049acdf-277a-4259-a609-883839aaf82b · outbound

This paper cites GPT-4 Technical Report.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.578893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69795b9b-f0ca-45b0-999a-c1020bb8438c · outbound

This paper cites Alayrac, J.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Alayrac, J

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.980192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f8b32a13-756b-4e49-9983-1f67bf4b0b39 · outbound

This paper cites Brown, B.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Brown, B

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.969485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3ae7177f-0370-40c8-ba17-aa64f43343e3 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.958473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0125661d-e4ac-4f45-a5b6-19d07b2f39bb · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.595938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a334491e-4b95-407d-90a2-4fd6acacf315 · outbound

This paper cites Di Biase, H.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Di Biase, H

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.947936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c4a4bfd-53d6-4e73-bd85-54efeca31d3a · outbound

This paper cites Grci ´c, P.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Grci ´c, P

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.937673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7ad32c7e-612c-490b-8886-2414e261db4c · outbound

This paper cites Scaling Out-of-Distribution Detection for Real-World Settings.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Scaling Out-of-Distribution Detection for Real-World Settings

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.607571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8d38076-b416-46c3-ac54-fc47037edef7 · outbound

This paper cites On the Potential of Open-Vocabulary Models for Object Detection in Unusual Street Scenes.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning On the Potential of Open-Vocabulary Models for Object Detection in Unusual Street Scenes

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.611396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83b30f85-2dc2-49bc-9626-6dacb9700440 · outbound

This paper cites Kirillov, E.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Kirillov, E

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.927661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8bae222-ae0e-4af0-9483-060a8765ab8e · outbound

This paper cites Liang, W.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Liang, W

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.917300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 05910e36-9bde-4128-a637-cc4a8ed75f55 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.906826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a4834b67-83eb-448f-b32d-39e26e2d20f6 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.895650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 29bb4bf9-b529-4b2e-be47-16a9bd44e6b9 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.884546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 17eba37f-e39a-437d-aa23-f8186e461acb · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.873624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c23b8a61-b5cb-4a6c-8acc-8171becc0267 · outbound

This paper cites Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.639221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e029bb3b-17f2-488b-93fd-74e85800d34f · outbound

This paper cites Mitra, B.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Mitra, B

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.862467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2850b2c6-39fe-46ba-be12-e53d1c58b2f0 · outbound

This paper cites Nayal, M.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Nayal, M

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:00:21.851653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 57aae965-081b-4970-8073-ceb675f76936 · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.650434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81c3ff68-ba7f-4ba6-a4fb-88a23c4308ae · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.840275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b2735a6c-c48f-4deb-80a4-a43fb69a1c96 · outbound

This paper cites Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:21.658602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1e3b51a-ab8a-4fa9-be3c-c3b704f50192 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.828912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38eea665-148b-4db7-bdc9-5b4cad401e6c · outbound

This paper cites Finding Dino: A Plug-and-Play Framework for Zero-Shot Detection of Out-of-Distribution Objects Using Prototypes.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Finding Dino: A Plug-and-Play Framework for Zero-Shot Detection of Out-of-Distribution Objects Using Prototypes

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:00:21.715910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a4cb9a2e-6e1c-4145-89d2-ab4f4c75a867 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.817062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 224c0647-1069-4add-8c50-d78b5f4e0ce1 · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.805948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 73a89be5-32a5-49a5-8a5d-15d74c191c2b · outbound

This paper cites an unresolved cited work.

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:00:21.794928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.