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Paper Citation Record · LEDGER

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision

As of 14 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2608.08907.

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

pith.paper-citation-record.v1
2608.08907 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:27:04.033468Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

56 of 56 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved48
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 851db3de-10a2-48b5-b2fa-64ed6a774a0d · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:06.030297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.568281Z digest=sha256:fdb68f7d238af15094bf408646900ce588c87c528f8dfb525b4dd3b6781229a5

Observation 46b0955c-8edf-4234-9170-8beac5a7f25a · outbound

This paper cites Qwen3-VL Technical Report.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Qwen3-VL Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:02.594854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:02.594854Z digest=sha256:5f21bc4c76721ec40d35d7bf3e3db3bc39c26dbad940407513f367b57846c631

Observation ab270e47-62ba-4fb7-a059-367f98aae765 · outbound

This paper cites Qwen2.5-VL Technical Report.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Qwen2.5-VL Technical Report

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:02.613037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:02.613037Z digest=sha256:0b15b0967de14100a97e75d0230610d8995d04153891acc7d6afc8df27b514a1

Observation 6fb16265-19bf-41cb-a503-7b77c9ceb2e6 · outbound

This paper cites R.; and Koltun, V.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision R.; and Koltun, V

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:06.007369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.630254Z digest=sha256:36ce78e54f13d780111ed68520ba582d2b86d2b51c12116d74b2a8b740c56d54

Observation 92d25e25-a753-4bd8-9b3f-c37d43eee25f · outbound

This paper cites G.; and Zhang, H.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision G.; and Zhang, H

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:05.980922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.654749Z digest=sha256:3617fa50b6303fe743430f93d8335eb35ad2fd33a77986ec875013b2233ab4d0

Observation 75cc5e1e-e446-4216-b732-e96fc8dd69e4 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.946914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.672355Z digest=sha256:3a1a341d13e4b6e9acd3aca4790413e3ea6a154c070b37ac8a9f2d4dfea38758

Observation 11c67e63-3cdc-41a4-ad8a-a2ea49201cea · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.927902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.705906Z digest=sha256:d9d0286692d513a272219e8f2b5ec515c47ec0aaac56df70348805b6fcf2828a

Observation cbc01cc6-bc8f-4859-a0ac-3a89527da16a · outbound

This paper cites PaddleOCR 3.0 Technical Report.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision PaddleOCR 3.0 Technical Report

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:02.724868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:02.724868Z digest=sha256:84f06dbebcc5c418a7a4b59c15b044b74e9fb4e3963d7e724320338852dab0a0

Observation 92a33798-659f-48d5-bff7-3101f9ef7748 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.911118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.762471Z digest=sha256:d43af29902f4b2620866403c9b24e12ccbb3fff516167f9adc155985c803228d

Observation 85fba07d-80ca-4654-9729-3dd73bce8fee · outbound

This paper cites S.; Salehi, M.; Muennighoff, N.; Lo, K.; Soldaini, L.; et al.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision S.; Salehi, M.; Muennighoff, N.; Lo, K.; Soldaini, L.; et al

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:05.886130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.782238Z digest=sha256:2e2c25e21e9cb5f4a1097abcdb713650651da7e7b692d550df10c4f8451579b1

Observation 269c8a20-6349-41b2-9be1-f284023cbcc2 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.858997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.794666Z digest=sha256:9b857bcd99adec863006482e328d892cd9e87748d77d38c524bed7723cc10a86

Observation bf338202-8235-4391-b662-1cba7777677d · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.836906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.809130Z digest=sha256:ee4ca85d73b91fa39e2827fb996367c180ca5ef82d87df1cebea12378b82a7bc

Observation dd903272-fea7-449d-88d3-4fc2ad4eb185 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.805484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.820810Z digest=sha256:400ae77a7784372d29a8dc26a7dfb5aaacffd0a9019342e81f55e835a03014e4

Observation 625a3cd4-2e2e-482d-bb99-5349a18598f6 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.780417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.836224Z digest=sha256:39d0e68c4a0b8eb8c360e3bc899b41f928ff482656c5492892a5622af4884d64

Observation 270ab568-de59-4893-8389-e39102028041 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.737136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.855064Z digest=sha256:23855d569ee33271f7e87982359d13765cb17d5fbf485996a6a6156a0283ee88

Observation 3a98e7d8-4c65-4894-ab7b-751a1a7eb950 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.697079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.875845Z digest=sha256:0c4b352785be8f0173e2c2bc23afc8fe781ba6de6b50ba4cd774e7bfcdf2c9cc

Observation a13a13f2-e8dd-424a-adf0-6c4b02225248 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.589392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.904903Z digest=sha256:5e7b3d5b550d27ea59c250378cd605a1e56f2994592413b941db501891dde3a6

Observation 807f60f0-d091-4a41-a145-02279a343a75 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.544969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:02.929846Z digest=sha256:fcc94fe43b39cc6ebe52868c96ccb2cf7f38c2c6ea80370dc90721e65890e20d

Observation f58739b4-afdd-4f7b-9166-729406fbb0a2 · outbound

This paper cites A.; and Manning, C.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision A.; and Manning, C

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:02.973312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:02.973312Z digest=sha256:1b1d7925d4c6833a468afc485f1d753fb58c152ca9161ec987f6171d39419215

Observation dfe6f33b-24b0-40f5-a97c-d01103ca011a · outbound

This paper cites O.; Wang, D.; Zamani, H.; and Han, J.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision O.; Wang, D.; Zamani, H.; and Han, J

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:05.512433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.009329Z digest=sha256:9280bd74e71826da9ec15485c37ff94279a1a4e9b56cfccfaf021e0068d2dcc6

Observation bd6a9842-6bef-4ef1-8e65-88c5baea3a27 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.468287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.036319Z digest=sha256:4802d3e15e2c7f823ce9133004d42ee6ca179b4ce660a7eb7994b1bd1c7783d2

Observation 2c80dfb5-2d46-47f0-ade4-69ed894add74 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.433683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.084752Z digest=sha256:a51a6b4b8604ecbe55103659625b5ee34f7d65039f6e92364ee504e27f7e4b29

Observation 5e067e18-56d2-41b8-b08e-1f5c30047c45 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.414860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.124739Z digest=sha256:b8762fa55f8749ad0addb01dc2b81cc6975bc1bd11656ee9ef6deacfd5e8abc2

Observation 37dcbcfb-5da4-4f52-9faa-f0663861717b · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.348655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.147146Z digest=sha256:102049fefed48cb17fa52703c77c8106e05aecbbb8e484edc2b770c8e52cc364

Observation 9741293f-4a3e-4b3d-8c62-acc4f2a1ba01 · outbound

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

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.174749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.174749Z digest=sha256:ee573c6684ec6f1f5fffd0c874105796c158b60c6784c05d9e64c286d49863fc

Observation fd8e7511-2cfb-4cc5-9e23-b7bd88625e77 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.307017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.195856Z digest=sha256:2340c18b05af7958c3c7da0e66aa231946449a869b75fd696e23eb601a246b84

Observation 9bc7ce1c-5269-45d0-b43b-345ed9af01a7 · outbound

This paper cites X.; Tan, J.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision X.; Tan, J

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:05.267995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.249608Z digest=sha256:351f86afc541dfe894afe5361f51330af56c18929f2c7242056373aa4d0d1aa2

Observation 4aa39e89-3ced-4275-b507-0b6ab84eecec · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.237745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.294751Z digest=sha256:69ca5fa7913aea64b57ca6ccf16c93bbebfec1a2d9b5678da7adc2f6db62a066

Observation 1de6ebf1-de06-4c94-879d-66d175dd0375 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.219691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.314748Z digest=sha256:1213cb6978db173ba54eb3ac750c6411a188461703a238df960fa4ee7a404a70

Observation 2acbd81e-7c22-47f2-8dc4-2f77d1c01cfb · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.199495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.358181Z digest=sha256:e11d3371e1dd20a4782f2caba1efbd3142d716df7fcb15ec33b642cff7c3301f

Observation c639e422-cd5b-46a4-9fd3-ea4bb7d3389c · outbound

This paper cites C.; He, Q.; Wang, H.; Chen, X.; Hakkani-Tur, D.; Tur, G.; and Ji, H.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision C.; He, Q.; Wang, H.; Chen, X.; Hakkani-Tur, D.; Tur, G.; and Ji, H

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:05.158861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.373554Z digest=sha256:7e01301f53a1781e62682bd70250eb43a1e6f0423b18aeacf1f1815fb8009cb5

Observation 953c7486-77ee-4c20-88c6-42c0b94b8169 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.125529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.405825Z digest=sha256:c7d2438a8d1be6e59803c17749b1c0cd5c0136fdfe8eeb270ec1c557b59ce57e

Observation ef849675-8362-47d2-814e-48d14e93b6b0 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:05.077758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.436685Z digest=sha256:2ea16f01bbde96d1b548c98468bf63090dd31c5153786ca3e6872f82015159f6

Observation 3decda8d-c36a-4fe7-b8e9-08ba7d58584f · outbound

This paper cites H.; Saha, S.; Khandelwal, N.; Jain, A.; Tarr, M.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision H.; Saha, S.; Khandelwal, N.; Jain, A.; Tarr, M

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:05.035789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.467660Z digest=sha256:1959ec1f0010ac4ef4f97364db84ac72116261dbef82fd3d1325ab344e832a17

Observation 49946d42-74e4-463d-ab36-a32a086cefa0 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.987365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.506753Z digest=sha256:20fdad7abe7095c4cfb0653021a87fdad7543fa6ec0c1b7ee21810f3d6817fb1

Observation b5d113aa-70db-49af-948e-84f063931480 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.934774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.544743Z digest=sha256:27c81a23e225f8dec988cf7590999a862041ab71f52c073ff66e91c69f70a291

Observation 262a1100-ab78-41dc-bf70-f766e8e26352 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.563315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.563315Z digest=sha256:7a1b825f4a7c54c673e0debec6df10f64cb200da278382c1072e92cf1679b416

Observation c1626e7c-f5cb-4b29-abdd-e7f16523dbbe · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.862669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.587604Z digest=sha256:fc942a15e5458bfa8f8571944e51c7115ac77520ac3f8e1c166d625cd06f558b

Observation 821c3661-24b6-4329-94ad-c05981332dc2 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.814754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.626080Z digest=sha256:136cb1ee10d42264d1343ad21251891f011c5cfa0b37214949cc12295eb75d2c

Observation 716616d8-42be-4eec-8f01-26e59bf18f26 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.716824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.645855Z digest=sha256:c7417b8ec2fdad094fe44a0d90b0bce067ea68a7f5d6ac38e06cfc2a459e076f

Observation b79c6fc8-9773-4278-bbc4-cd2fd435c3a3 · outbound

This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.670582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.670582Z digest=sha256:af64c9211567ea6698921e1aaf8d479699edf3995d8461e8781475b63748e183

Observation 1c83c952-7214-4261-a0d9-03db78803e98 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.689445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.690028Z digest=sha256:dc1f75d902e9b3fed7f4b0331779afcd80246a582321c51317bcc5215dd8bcfc

Observation 867add75-d94e-47dd-b568-9453c9e1c278 · outbound

This paper cites CountQA: How Well Do MLLMs Count in the Wild?.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision CountQA: How Well Do MLLMs Count in the Wild?

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.727040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.727040Z digest=sha256:8ad9acd4be904ac70c7eea917a1a3bdc460484e268ae828759d436dfb0090f8b

Observation b4345b57-a462-476f-9f36-a4ea13cbd23e · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.653061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.766302Z digest=sha256:8e1f723315884c40b6b20707d0bab4e0858827468340a9f89d11a6e52c445d58

Observation 87ace2d0-f1a2-4980-bef7-5d30eaffe128 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.616768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.804763Z digest=sha256:0c23490ad00fb59920d7a699c36ff970bd287516474c0aaddde5e753abf93c14

Observation ffc62df1-1f07-42d9-97e2-8bfd519ffc82 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.582526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.839042Z digest=sha256:3b0aede3d083176b663f6e5ad51470d4dac21c86410ca556bf57266d439c1cec

Observation 934fbd69-78c4-49bd-97ab-762fae090d52 · outbound

This paper cites Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.872159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.872159Z digest=sha256:3769e4d914cde12a9c0579f16ac2353981ee649c830b70aebe550061f81d4a7b

Observation a105b7cd-e994-4a31-b3e4-2520b0728eb6 · outbound

This paper cites R.; and Cao, Y.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision R.; and Cao, Y

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.884811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.884811Z digest=sha256:86faab68e5147ce83da55a4f5d528fecaaa23396ad398cc4eb5f669a5f53c428

Observation 6d4efb41-39f4-41bd-b1a3-998ec04a2c17 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.545412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.914757Z digest=sha256:d090443c980014d746b02b53e97d743988e00697b6a8ba387d1affcca714bdda

Observation 7dc64cdf-0e6c-41b0-83e4-9846690726fb · outbound

This paper cites A.; Hu, K.; Liu, S.; Zhang, Y.; Yang, J.; Li, C.; and Liu, Z.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision A.; Hu, K.; Liu, S.; Zhang, Y.; Yang, J.; Li, C.; and Liu, Z

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:27:04.512171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.949842Z digest=sha256:a0ab2ea191f99989445af498f5624f4385e37f7fa7c1793b2a92d09307c9e103

Observation 2ee46635-3c7b-483f-8bfd-158e713f59b7 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.487554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.957476Z digest=sha256:805e053b9857637df34a3eb1603b1dafe5d2190bfeef09dd5b58ec3b3a7cc04d

Observation abfeff40-51c7-44c4-8b2e-33c137e02f94 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.421237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.966257Z digest=sha256:d776d3a9d4a11c1e04901ba17498eae1ab624161dccd1148d550a010a0aa44ee

Observation 4a90e6d8-bae0-4e03-9d2f-27d16232e988 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.406665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:03.973620Z digest=sha256:ad2292bfd15701df2603244b411e811aaafb9f1ffa672de107b1bea68c5856c5

Observation c8d976b3-27dc-493a-8b75-20dbc3085c13 · outbound

This paper cites Group Sequence Policy Optimization.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Group Sequence Policy Optimization

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:03.994751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:03.994751Z digest=sha256:d7bb4e3403671588c4c8b942d061c83fb12f97c918e4e8a8f9da2a50e9b5bab5

Observation 521c413e-8593-41b6-834a-5bd6c6b18310 · outbound

This paper cites an unresolved cited work.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:27:04.376465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T04:27:04.027614Z digest=sha256:f1ec3d5e3ce9445ff5cce6a17904e13c9af96311f43a94f35234e81a568792c4

Observation 58a15c19-60c9-4233-a82b-3e3f2f5d11cc · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-14T04:27:04.033468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T04:27:04.033468Z digest=sha256:a64613bdc294b4c8970f141443903dc8bdcf97dd4ec9638bcf7f14d11da213be

Pith citing papers

No inbound Pith citation observations are available.