Paper Citation Record · LEDGER

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward

As of 4 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2606.11209.

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

pith.paper-citation-record.v1
2606.11209 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-04T20:09:16.222780Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

48 of 48 outbound references displayed

verified exact0
verified fuzzy46
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 026f94e9-4d8e-4b7c-a18b-9b97c165eef9 · outbound

This paper cites VinePPO: Refining Credit Assignment in RL Training of LLMs.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward VinePPO: Refining Credit Assignment in RL Training of LLMs

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T20:10:07.051662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 738b258c-4cca-4800-87eb-6406b637eb60 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.710383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1fef9c89-47d1-472b-87a7-f1cb03515869 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.773107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e61012ce-c610-496c-95c0-343d9517fad0 · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.745681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7cc66ce7-cb81-462e-a7f4-6c924c638a2a · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.743960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 60d5982f-a6ee-4c6c-917b-10851b08d30a · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.738494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 010116fa-cd8e-4c27-9579-77161bb32a15 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.747535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2f7d0d61-2f3a-4390-8232-757e85870946 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.734232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3164abb7-02e3-4cb3-a808-5e512ed086ee · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.778084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 82128849-1b47-4e59-b8f2-b6710ddcf518 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.760333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 411728aa-3159-4cfc-ae32-60f09a443091 · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , year =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , year =

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.764665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fdc8b050-ceb6-4740-a3ae-54e8b4544a39 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.778903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f5a90965-412c-4e92-947f-fd43b32fd124 · outbound

This paper cites 2023 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2023 , eprint =

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.736349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5b6c244d-f325-40fa-8160-8c5bcb18bada · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.740444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a08c9a12-21d9-46d2-ac5c-f20ac70c26df · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.751239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0cf82240-5362-411a-89c6-613cfa7c1519 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.772245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4f0c2d63-f3a4-4c23-b3d8-59c4f26203b2 · outbound

This paper cites Training language models to follow instructions with human feedback.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward Training language models to follow instructions with human feedback

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T20:10:07.046829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 91ef8297-aa4e-41e7-8b15-afa483126256 · outbound

This paper cites 2025 , note =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , note =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.780269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3e670d6f-f62d-467d-ba88-30250406c471 · outbound

This paper cites 2024 , note =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , note =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.768626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bb385e4c-0a11-49ab-969f-c48edcd398e0 · outbound

This paper cites 2024 , note =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , note =

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.781667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 811ca5a4-f75e-46ab-a602-43998f7b8afa · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.725283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 88565c07-b75e-4235-b81c-5b06d1a6bfb9 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.756022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b1814e67-06c7-4746-a0b7-0dc33fc729bc · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.767639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4cf6d709-e4d8-4354-8fb3-f662d77ad8d0 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.712468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 361afee1-3d4a-4361-9e71-0653f6bbb1a6 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.727648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 726e5e9e-92d2-4932-a848-7db66605f0c9 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.771213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a1174a33-4536-4180-b272-6ddb59ab9965 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.716688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b06202b6-05c5-4923-93b1-77d00975ad2e · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.757270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation dbb8830c-50cd-407f-b3cc-871643e6da0c · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.751444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1f420d6a-9255-46eb-93fc-dc14394fe8e7 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.747257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 12610ce5-ca11-4276-890f-9f829d52a7dd · outbound

This paper cites International Conference on Machine Learning (ICML) , year =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward International Conference on Machine Learning (ICML) , year =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.745862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a3d62391-27d4-4324-b719-fa0c1f1cf48d · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.693160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 632b107b-a597-48b6-865a-20e4ede01178 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.700431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ce638bc5-9e27-4a8f-a968-8db235c752c9 · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.722651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fa6460c2-6298-473b-8e52-f91c61f104dc · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.762181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 096c166b-3bc1-4a28-b627-57f98d17abe9 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.766604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 19bc4d92-b0d6-42ac-9c72-f0bbd7351d13 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.761501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1f0411a7-efec-4010-af96-3bce9325e281 · outbound

This paper cites 2024 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2024 , eprint =

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.770041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bf94d3be-d89c-49e7-9e78-9b7a9c9b8c44 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.700763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation afdf2860-497b-401b-a6a0-b21ffcda53c1 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.741252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0516b6ad-b8d0-4e45-bb6d-aaa1c0b71299 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.743735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 95dc4b9e-1e3c-4b25-b32c-be8acd6b0e62 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.719133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 75ad7841-e578-4fe2-be7b-7d3ecd718e05 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.755591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 12c9a64a-92b5-4525-8959-909bbd527020 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.758076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 44dd9471-4c80-432c-8ac6-c7640706d047 · outbound

This paper cites 2025 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2025 , eprint =

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.725048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 731414cd-e2d5-4c43-bdbf-caaf39e212ec · outbound

This paper cites 2026 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2026 , eprint =

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.749113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 59639cff-c1eb-4893-acf7-0ade9a9e8def · outbound

This paper cites 2026 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2026 , eprint =

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.739070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 34fca55b-f69e-4ace-9dec-9eccad2d863d · outbound

This paper cites 2017 , eprint =.

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward 2017 , eprint =

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-07-04T21:20:08.774454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

No inbound Pith citation observations are available.