Paper Citation Record · LEDGER

Pixel-Level Reasoning Segmentation via Multi-turn Conversations

As of 8 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 2 inbound Pith citation observations for arXiv:2502.09447.

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

pith.paper-citation-record.v1
2502.09447 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T21:32:35.754465Z

measured 22 of 22 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:11.587733Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:09:54.994971Z

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy8
unresolved11
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6db1616-ec2d-489c-94b4-379a1d778894 · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.258107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1e11c994-debb-4b14-9967-a0349679670b · outbound

This paper cites elements.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations elements

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:36.229483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9eeec598-c638-463f-98d1-88f4c410eab6 · outbound

This paper cites root_node.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations root_node

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:36.157141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 598d678b-0c74-4edf-bd45-831376570bed · outbound

This paper cites ## Evaluation Criteria:.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations ## Evaluation Criteria:

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:36.031051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71dab4a7-cbaf-4e5b-8892-04adfcfe1806 · outbound

This paper cites Ferret: Refer and Ground Anything Anywhere at Any Granularity.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Ferret: Refer and Ground Anything Anywhere at Any Granularity

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-07T21:32:35.643496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 709e0f37-bdbb-4fa8-b966-007b20efe45f · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.202636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d3057c68-c285-47a5-b0d5-cc1469c39765 · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.177271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e7d98ac-2c3d-42a1-acaf-dd070df549c2 · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.137075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9842abb9-3f9b-40c2-9add-975f23f92264 · outbound

This paper cites Question1.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Question1

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:36.110917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a022489-44ce-44f1-9b9c-2258f2b51cba · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.087277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25694c61-3bf1-4f1e-b4e0-b311ce61737e · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.067647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6173aee2-bb44-41c6-8665-cbd989a786cc · outbound

This paper cites an unresolved cited work.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T21:32:36.048594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e6843996-5274-422d-abc7-8fc1554f7ef9 · outbound

This paper cites 2-3 points: Partially advances the dialogue, but the connection feels somewhat awkward.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations 2-3 points: Partially advances the dialogue, but the connection feels somewhat awkward

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:36.012665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a80e8f61-196c-4eae-bc2b-52649663567c · outbound

This paper cites 2-3 points: Generally clear logic, but with minor gaps or weak links.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations 2-3 points: Generally clear logic, but with minor gaps or weak links

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:35.994970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 631e28e0-3275-409f-9412-46a59a8b43d7 · outbound

This paper cites 2-3 points: Generally consistent, but with a slight deviation.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations 2-3 points: Generally consistent, but with a slight deviation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:35.973543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6f688221-4ff9-4b62-a5e5-4df037a6566a · outbound

This paper cites scores": [ {.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations scores": [ {

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:32:35.951907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ba89b2b-c607-46b3-9c58-1a1a3c8095b5 · outbound

This paper cites LISA: Reasoning Segmentation via Large Language Model.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations LISA: Reasoning Segmentation via Large Language Model

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T21:32:35.621068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e38a9a1a-9a8f-4458-b8ba-76abeabc2b25 · outbound

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

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T21:32:35.610024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce9697d5-4752-46b1-a2cf-355fef0e11be · outbound

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

Pixel-Level Reasoning Segmentation via Multi-turn Conversations Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T21:32:35.629600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebbae687-f0bb-479c-a845-fd2fb1e7b95b · outbound

This paper cites TextCaps: a Dataset for Image Captioning with Reading Comprehension.

Pixel-Level Reasoning Segmentation via Multi-turn Conversations TextCaps: a Dataset for Image Captioning with Reading Comprehension

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T21:32:35.636508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f732ecc8-2281-48dc-9fa4-6ee936b81096 · inbound

Reasoning Segmentation for Images and Videos: A Survey cites this paper.

Reasoning Segmentation for Images and Videos: A Survey Pixel-Level Reasoning Segmentation via Multi-turn Conversations

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:11.587733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 769835ce-17f7-4880-9e08-652344dfe57b · inbound

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models Pixel-Level Reasoning Segmentation via Multi-turn Conversations

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:09:54.996380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.