Paper Citation Record · LEDGER

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions

As of 21 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2505.22627.

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

pith.paper-citation-record.v1
2505.22627 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:09:57.563270Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

35 of 35 outbound references displayed

verified exact2
verified fuzzy1
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation db4840ac-d4df-4a80-9360-edf369c6070e · outbound

This paper cites FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:52.757076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97e4b629-3eb7-46e6-8365-936fd6bbc686 · outbound

This paper cites ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:52.818163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9165a33-7006-40ca-a21b-2993fc6c247c · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:02.855876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e55dc10-fec7-44d4-b425-c6ba8f86bc6d · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:02.509109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 294c1e09-1a70-44de-a8aa-74f1604c70ff · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:02.239948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c45a80dd-5fcd-41b1-809d-994b4910fbe8 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:01.914402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e5361a22-6d2b-4a9f-ae62-405c7108ffd6 · outbound

This paper cites Microsoft COCO Captions: Data Collection and Evaluation Server.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Microsoft COCO Captions: Data Collection and Evaluation Server

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:53.467380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f564ca4-6239-4fff-a60b-700fc1d57c29 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:01.691535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8fb090b0-55be-43d3-81e2-cbf6b6fc61b4 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:01.464413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c90c1a2d-35b9-47ea-82fe-1f63f5f1a413 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:01.007856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8b674199-294c-4990-b51c-573c57143605 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:00.614688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8a139a40-81c4-4ad0-b1d6-3cf9b8b275a5 · outbound

This paper cites Grignetti.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Grignetti

Reference 12

Resolution: verified exact; doi, observed 2026-08-07T13:09:57.909706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5d9c37af-94c3-40a3-9450-7fe2478b83fd · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:54.348201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ec0e489-5c86-4700-a630-1850abaa7d0f · outbound

This paper cites FIOVA: A Multi-Annotator Benchmark for Human-Aligned Video Captioning.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions FIOVA: A Multi-Annotator Benchmark for Human-Aligned Video Captioning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:54.477202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ea8d0c7-8626-4ed6-97ff-c88b562bda53 · outbound

This paper cites RSGPT: A Remote Sensing Vision Language Model and Benchmark.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions RSGPT: A Remote Sensing Vision Language Model and Benchmark

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:54.615881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5dd3067-6217-457f-afee-8abeab642646 · outbound

This paper cites FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:09:58.535733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9e83ccb6-a7d0-458f-a039-26a84fa137d3 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:00.245727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 67223df3-9754-443b-b0e3-7ec53a4cce9b · outbound

This paper cites LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:55.054280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d7d38e8-3cbb-4df8-af98-df39a8366de6 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:10:00.014721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e0d2798-950b-4a36-8727-641072e1a430 · outbound

This paper cites Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:55.361772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 746f77a6-0a68-42e1-a895-63cc1e808e60 · outbound

This paper cites Improving Multimodal Datasets with Image Captioning.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Improving Multimodal Datasets with Image Captioning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:55.512739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a229a72-0d73-45f5-876a-07f8928da016 · outbound

This paper cites DOCCI: Descriptions of Connected and Contrasting Images.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions DOCCI: Descriptions of Connected and Contrasting Images

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:55.647399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af11f5c5-d302-4dc7-a9f3-23d3a0e51e42 · outbound

This paper cites GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:55.854741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc42d7c7-346d-4616-82ed-346ebea65ab6 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 24

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T13:09:58.254451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b64bbed4-834a-400a-a9ec-46eeddedddc8 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:56.139372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae3e95de-5c85-46d1-95ad-5458b48c5e49 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:09:59.766832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3736107b-6ebb-480c-a423-a90e243e1f81 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:56.376558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f60c78-f1bd-4e6b-b158-01b0ed7e9a87 · outbound

This paper cites Wobbrock, Kenny Liou, Andrew Ng, and James Landay.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Wobbrock, Kenny Liou, Andrew Ng, and James Landay

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:09:59.557122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f64f7796-fdf6-48cf-abc3-728656b2098c · outbound

This paper cites GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:56.728661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f4a2872-484e-4da9-85af-e0d56c56e405 · outbound

This paper cites From Pixels to Prose: A Large Dataset of Dense Image Captions.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions From Pixels to Prose: A Large Dataset of Dense Image Captions

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:56.862819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f2e8bdd-5db6-4499-91b8-1cd5ccd3827c · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:09:59.441744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 61093f1f-7136-4b60-848b-25e774f40996 · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:09:59.180572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bbf75e13-d033-40b7-bdb9-46981705fc0e · outbound

This paper cites an unresolved cited work.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:09:58.973364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f35ec5a-8402-4b1d-aa55-51f17c26e017 · outbound

This paper cites online" 'onlinestring :=.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions online" 'onlinestring :=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:57.434166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5412e347-c575-4fbb-8019-8e836dc7bcd7 · outbound

This paper cites write newline.

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions write newline

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:57.563270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.