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Paper Citation Record · LEDGER

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs

As of 7 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2608.04759.

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

pith.paper-citation-record.v1
2608.04759 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:22:35.417608Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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 exact1
  • verified fuzzy19
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5be2299a-f721-4ec1-8309-150a2b810c77 · outbound

This paper cites Aho and Jeffrey D.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Aho and Jeffrey D

Reference 1

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unresolved
no resolver link, observed 2026-08-06T17:22:31.080406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.080406Z digest=sha256:92730f02a52815f80d5657f4a09a33f4a5d1cc0393ff0d92b4027285f49a679f

Observation 8d7ec0fe-a125-422b-82f0-4120a930e7db · outbound

This paper cites an unresolved cited work.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Unresolved cited work

Reference 2

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unresolved
no resolver link, observed 2026-08-06T17:22:31.139121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.139121Z digest=sha256:6a8017efaf3c6edb489302eaa424069e6597f1fb1168297cbd3964fdc801a068

Observation 84136e11-a39b-45fe-951b-dc0a05ec5328 · outbound

This paper cites Chandra and Dexter C.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Chandra and Dexter C

Reference 3

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unresolved
no resolver link, observed 2026-08-06T17:22:31.199238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.199238Z digest=sha256:18b974f64c75b3a012925e7fde5e66bba522e2810dfaf03cb8b0575adc32034f

Observation cf6c0830-59e2-4108-9875-6db0f12dabd4 · outbound

This paper cites Scalable training of.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Scalable training of

Reference 4

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unresolved
no resolver link, observed 2026-08-06T17:22:31.255551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.255551Z digest=sha256:cf0d721dbe6256364c528ac5788db39fcff9349a62e1a34282bdedb90d98b29c

Observation 2b74ec59-d5d4-4d31-8d50-ff92a84d22e4 · outbound

This paper cites an unresolved cited work.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:31.294351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.294351Z digest=sha256:6cf260f72f657d632f76b811a60f6cbb0f73b64c2a23b302404d2e5ad0174b8b

Observation a8e5cb42-981f-44bf-a48b-9bb896913c2f · outbound

This paper cites Tetreault , title =.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Tetreault , title =

Reference 6

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unresolved
no resolver link, observed 2026-08-06T17:22:31.369726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.369726Z digest=sha256:7fe8ac368ba54fe1e3fb71fd2e09e67325d5ae4a2b1db2f2f9900e12918bfcc0

Observation 722fb0ff-3343-42dc-aea2-91bf5e1dee9d · outbound

This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:31.425996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.425996Z digest=sha256:5af15c9ba5903bef791cb534199efc91c4e7b4a5902bd45db964ed87893d4555

Observation 6c538dbb-f1be-4725-a8b2-bf06baf624b1 · outbound

This paper cites ACM Computing Surveys , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs ACM Computing Surveys , volume=

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:39.692827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:31.489562Z digest=sha256:4615cf07262ea7c9516e94a65325f3728e6d7164da8d4c8c21d0f785eb3c3992

Observation 8bad8126-4349-4e09-8cee-8c97f0d1c9d6 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in Neural Information Processing Systems , volume=

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:39.569113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:31.526543Z digest=sha256:4f17638c242e81a6c26088a81ec04d2098f53c0aa5b8122551a24e88924fb100

Observation e0cf3826-eafb-48e3-947e-111aaeaaa301 · outbound

This paper cites M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding

Reference 10

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unresolved
no resolver link, observed 2026-08-06T17:22:31.612375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.612375Z digest=sha256:4e2ef501715788cbaba553782d04542baebad18102683eca894a1c0d82cbb514

Observation f367b28e-03b8-4f75-b200-54eba89f48a0 · outbound

This paper cites International Conference on Learning Representations , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs International Conference on Learning Representations , volume=

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:39.431434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:31.647200Z digest=sha256:f4c1abe59743bb14cfa460f5b45d3fe56f147c865351f13ecacec53b4720b84f

Observation 888ad18b-240e-444c-8c56-1e133ef24a0d · outbound

This paper cites arXiv preprint arXiv:2602.04486 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2602.04486 , year=

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:31.694970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.694970Z digest=sha256:10a802f1d52f3ab5906ba6a1760705d8e1f7c5cf98b6cc11398845e86fcaac30

Observation d044efa0-8084-41f7-a07b-ab5ec757a29b · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:39.298602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:31.788965Z digest=sha256:94295334ce9f02cfde8197d4757a09ff6a9d443195f14b4b64046931242f1b08

Observation d85f94cc-f080-43e1-ac2b-8d3b495b2767 · outbound

This paper cites arXiv preprint arXiv:2601.11659 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2601.11659 , year=

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:31.826864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.826864Z digest=sha256:66d2ecf97c56dc9d29a3df1854d4aae141a4d81a9f1e2418c594d7939672d68d

Observation e5460fb8-f207-4ee5-bc9f-a1a267c7fb62 · outbound

This paper cites LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:31.939898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:31.939898Z digest=sha256:c9e6768f1ea8260e2fa088c7318f5aa897f15d1c4a87e303ef71310417a171f9

Observation 7d9e88d4-7c8e-4ab7-bb62-357ac24e0047 · outbound

This paper cites arXiv preprint arXiv:2509.06266 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2509.06266 , year=

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:32.003696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:32.003696Z digest=sha256:44d0d57eb4873142782fa332754daa74c84e3bbb37a3854250b4a6c7a71e2e5b

Observation 056a02c2-7874-4f77-91b8-221bd6bde87c · outbound

This paper cites arXiv preprint arXiv:2512.16561 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2512.16561 , year=

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:32.041786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:32.041786Z digest=sha256:dec5f934ed211c28694830cc5580c96a4f15923450c0993015fe4bd48476d7d5

Observation 118d4e22-7421-4b0f-8aa6-427b552c60f8 · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:39.184414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.130080Z digest=sha256:530cb4c7c072c8e41759f5423ea014095e21690afa885724beb4241a7478f2ee

Observation e99f9e4b-6cf3-402d-af7e-2b3c17c37488 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in Neural Information Processing Systems , volume=

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:39.073644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.188582Z digest=sha256:ca93a9aae437d35135cfd40748f9b7fa15cb54ae8ecdc5c4a5a390713e6d62b8

Observation 45dc518e-32ed-4bcc-ab70-47a8c16b3931 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.933856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.269406Z digest=sha256:97d2d6576df47ac07f797d97b0d8a5e4f1a6556ea1f86f31a0c18c6ebc7fdf21

Observation b1871c32-418a-4107-ad59-c7d66c9dde88 · outbound

This paper cites Advances in neural information processing systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in neural information processing systems , volume=

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.784033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.392307Z digest=sha256:e60760eaddfe87f20caba84d3d6c8909bb76707e7d5fd67f26338e72cc2dc6e4

Observation 247693e8-9b14-4530-b3b4-47c81516523a · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.611525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.479508Z digest=sha256:c07af030178f732e960930b98ea2a3f80b60e87e90e9f9263f3ff12a993b2ab9

Observation 5f224dbf-ef03-469e-8e2c-8b60aad3d86a · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in Neural Information Processing Systems , volume=

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.478761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.535871Z digest=sha256:43489a27bfd6c86e6f356fcd7bdf61080b291271f8b45ef8d5196cb99af5470c

Observation 140df947-3c4d-4997-bcf3-3236940b954e · outbound

This paper cites arXiv preprint arXiv:2509.16087 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2509.16087 , year=

Reference 24

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unresolved
no resolver link, observed 2026-08-06T17:22:32.607464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:32.607464Z digest=sha256:361d24419e8ae8f6b25aa792e0954e21f0991292f31247425f68099ccbc5a63c

Observation f27169ca-91aa-4429-bee9-d2b487b48779 · outbound

This paper cites Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.403166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.676013Z digest=sha256:08039621f90685b7ade2ca86c5a33d8e974450b3e6b38d27fefa174fc1a11384

Observation ab4145a8-5cb9-459a-a510-d730161d377c · outbound

This paper cites arXiv preprint arXiv:2602.07833 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2602.07833 , year=

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:32.763559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:32.763559Z digest=sha256:ad8873003aee3f3c48607f570c95febd89a475e39edf29ee83dcb0c672a48531

Observation dd9e4f0a-cee7-4657-a1e1-ff18bb8f8b23 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2026 , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Findings of the Association for Computational Linguistics: ACL 2026 , pages=

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.318990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:32.878405Z digest=sha256:9e1a9596aab894d6d2c3a98d02e11e1ad8a515b6dca58c84b9a6be9aaf481785

Observation 0e5f81b5-4b01-499c-8048-448ded90800d · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:32.999630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:32.999630Z digest=sha256:6016b3f88546ff821f05825a787abe06fe62884b04c3db05c785528647fca00f

Observation 7e3b74ab-fbf6-48a0-8573-d6d58437ca25 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in Neural Information Processing Systems , volume=

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:33.109218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:33.109218Z digest=sha256:2f62c0a24f929ab9b991b0787fd4e432a68cc6c9857bd18952fc55e17b5b2ba2

Observation 3dee3c6c-56db-4df7-8742-8bd5573df326 · outbound

This paper cites ICRA 2025 Workshop: Human-Centered Robot Learning in the Era of Big Data and Large Models , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs ICRA 2025 Workshop: Human-Centered Robot Learning in the Era of Big Data and Large Models , year=

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.184767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:33.187354Z digest=sha256:036ed553fc2cab44907c85bf3fd44b915d022cfcaaf4a6ef1a41742ebfff2751

Observation 122ba67e-93a3-4206-be47-c217e2b8d109 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:38.061972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:33.272945Z digest=sha256:4b6e284fac2282d593b36b1278c40bb4cee4575adfa5b4d363987bf56bdc1c99

Observation bdd95ac7-d3f7-40ff-be9b-ab3dd3dc1e38 · outbound

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

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 32

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unresolved
no resolver link, observed 2026-08-06T17:22:33.391898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:33.391898Z digest=sha256:20ee6ce4471eba8b587d1d69b8ad7536a70e9db30a32a184c060d3c8c316f6bf

Observation 17303e19-1c60-4a2b-878d-085eeb5b87a5 · outbound

This paper cites arXiv preprint arXiv:2603.06663 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2603.06663 , year=

Reference 33

Resolution
verified exact
raw_fallback, observed 2026-08-06T17:22:36.124898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:33.503601Z digest=sha256:c86333e2fdd274271e1e4186b7cd11467b677a38967a3a7e2ecad84ac423ccc6

Observation 92afc358-f664-430e-a548-9a712500d23c · outbound

This paper cites MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:33.626317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:33.626317Z digest=sha256:8c4c9bc1743a6876d1e8c72150520e873df3c8c8161667fc53713b1387387ab1

Observation c0695129-3bbe-4115-99fa-b240cccfe967 · outbound

This paper cites International Conference on Learning Representations , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs International Conference on Learning Representations , volume=

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:37.925589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:33.695598Z digest=sha256:105abb68348e4bb3f067eda0a849073d75f4bd88d7751d5aaecfd2c4aef684f3

Observation e1d3bf70-c276-475b-a3a1-9b24e42109b0 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:37.834207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:33.773296Z digest=sha256:435227700af3326cb8976266cf554180233ec16a1f2828af492b2ff6a33d2ab3

Observation de28aa3f-aa18-4cf5-a38e-9777b799c0a3 · outbound

This paper cites arXiv preprint arXiv:2508.00378 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2508.00378 , year=

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:33.835555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:33.835555Z digest=sha256:d6dbb1257c33de45da446db6015c7194d482cf42171a5b0b2369f0521468eb75

Observation 15adbcb8-b524-440e-a0ce-a324a0791e7f · outbound

This paper cites Advances in neural information processing systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in neural information processing systems , volume=

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:33.912921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:33.912921Z digest=sha256:14b38877af17c3c9438f42ca85051dc0cfec41bd5b578a938118b352919e5d2c

Observation b6c3fc76-1e7a-4dd2-9a0f-717aa9e795d9 · outbound

This paper cites an unresolved cited work.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:22:37.658623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:33.971096Z digest=sha256:1443ade537fb8faac2744dcf40c4ff5bcaf528d7363aae878dc24881eadd7d55

Observation 78d72f53-3c8d-4094-8938-40cc9f624151 · outbound

This paper cites Proceedings of the 2023 conference on empirical methods in natural language processing , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the 2023 conference on empirical methods in natural language processing , pages=

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.045096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.045096Z digest=sha256:fc83e61e189a87f020c36af8e0851af70b4289936f0685c38d1790261c72f9d2

Observation 1ec12373-fb50-49b7-acc9-b8871e71bf2f · outbound

This paper cites Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.126253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.126253Z digest=sha256:3b8f0299c57c4bec5a50df476f9ae804bb16ed59c8d63a18e95582e80365605f

Observation 42f13357-1257-48f6-97f0-632f67ada602 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2024 , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Findings of the Association for Computational Linguistics: ACL 2024 , pages=

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.191686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.191686Z digest=sha256:70b9d4ddcc450e9e15d44df7dc57eb606f9e439206459069f11db21423b36761

Observation 824d7f47-a638-4582-b8f7-e36c5e863960 · outbound

This paper cites Qwen3-VL Technical Report.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Qwen3-VL Technical Report

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.255093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.255093Z digest=sha256:a7523d881f7fda39739383e12405a0058586a9153f0b7e7b05d9e4c956fdabb5

Observation c5b77986-8490-48ea-9ea6-7524e67ab46e · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.324511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.324511Z digest=sha256:7c224b67df1d2aca6fa038a63353f28b065bb0550d1b3ad4d205c7e94050b6b7

Observation 97b3c6ec-0c76-4c96-bda0-a8e678b5d8fa · outbound

This paper cites The Llama 3 Herd of Models.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs The Llama 3 Herd of Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.408128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.408128Z digest=sha256:74fb048e9f1dc7aae26e8593e743474b1a00c138fe4776bbbffb78ed30bba754

Observation 33fe9acf-6578-4a94-9398-1c74ac8f74f7 · outbound

This paper cites GPT-4o System Card.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs GPT-4o System Card

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.525172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.525172Z digest=sha256:55d5b49495ae792427ea0404a24bca19b5cc9222e042dd9eca99680bda5c2d0a

Observation e0087af7-1185-4712-b239-776bc215da04 · outbound

This paper cites Advances in neural information processing systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in neural information processing systems , volume=

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.590402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.590402Z digest=sha256:cab7a6437a392f1094475689d0260b1cb4d82f02f2c0866f559e92fca44c11f6

Observation f1a5998d-feaa-4693-9bed-bf1e045466c2 · outbound

This paper cites International Conference on Learning Representations , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs International Conference on Learning Representations , volume=

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:37.463089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:34.706368Z digest=sha256:b7d83958472dffaee266f9f87fd66ed4f96631c0e0e5c232ff2be1d96b23c7c6

Observation a6efbf36-e90d-4981-a323-759b57798d42 · outbound

This paper cites European conference on computer vision , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs European conference on computer vision , pages=

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.801869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.801869Z digest=sha256:3dc0199e0b5d8373b754b1863182dbf9b04f8bd0d39399d059280d54938b2351

Observation 855f16af-dedc-47d1-812c-6ffd5acb8d66 · outbound

This paper cites International Conference on Learning Representations , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs International Conference on Learning Representations , volume=

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.876379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.876379Z digest=sha256:3668782268c0a56df0c6c33ac53f464ad48dbf9d039d98a5054da0cfd3a5aac3

Observation 7e8c5fda-7f06-487f-af06-cb856f2ab594 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Advances in Neural Information Processing Systems , volume=

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:34.967562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:34.967562Z digest=sha256:93669fbd5e23a42dd3154e626b1f3920c2beaee646c864656f926f175cf9c4b4

Observation 1f57a89e-4166-480e-a1c7-3c80a0023ef9 · outbound

This paper cites Invisible to Humans, Triggered by Agents: Stealthy Jailbreak Attacks on Mobile Vision-Language Agents.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Invisible to Humans, Triggered by Agents: Stealthy Jailbreak Attacks on Mobile Vision-Language Agents

Reference 52

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T17:22:35.750550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:35.066731Z digest=sha256:c6efd9df487310b21be7d0a316dcf3b21fdb2eeed2d1b3ba97a08018f835dc5d

Observation bd01ea6a-5749-4289-903b-9b4a7faf1c74 · outbound

This paper cites Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:37.220739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:35.188130Z digest=sha256:d144f0bf4212652a6aa076dc0dfae3b977e1d1e0d976381429764652fbe8444c

Observation bb0c0a50-bff5-4b12-994a-3b2ac318e278 · outbound

This paper cites arXiv preprint arXiv:2604.01618 , year=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs arXiv preprint arXiv:2604.01618 , year=

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:35.281502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:35.281502Z digest=sha256:32ba45f7ca56774322106dac5c0be140ffce3ac256703f4616282dd3e1263133

Observation a079389d-390d-4a95-bf0a-1f64cccdd653 · outbound

This paper cites Proceedings of the 32nd ACM international conference on multimedia , pages=.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs Proceedings of the 32nd ACM international conference on multimedia , pages=

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:22:36.991699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T17:22:35.359514Z digest=sha256:374c86e175b1974b7bb2ef56e8ac292dc3f8c415a45b185a791ce8345317e817

Observation adea3195-b96a-4fb5-8423-b426ce956209 · outbound

This paper cites REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding.

Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T17:22:35.417608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:22:35.417608Z digest=sha256:c4f1a86f69615dda40b074288ccecf87852aecabf41cd1338abd931513ddb28d

Pith citing papers

No inbound Pith citation observations are available.