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Paper Citation Record · LEDGER

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models

As of 9 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2507.02978.

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

pith.paper-citation-record.v1
2507.02978 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:22:27.319544Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

66 of 66 outbound references displayed

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  • verified fuzzy15
  • unresolved49
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External citation measurements

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Outbound references

Observation efa6173f-139b-4196-9fdf-6e94f33c5c4c · outbound

This paper cites GPT-4 Technical Report.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models GPT-4 Technical Report

Reference 1

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Observation f8e2fe0b-7239-441d-a5ec-f4847ee2140b · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models The claude 3 model family: Opus, sonnet, haiku

Reference 2

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Observation a9d23d11-4bbb-4623-b16b-d4ecaf1365e0 · outbound

This paper cites Qwen Technical Report.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Qwen Technical Report

Reference 3

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Observation 80ceecc9-bdd4-4dba-bdd4-56001793092e · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Graph of thoughts: Solving elaborate problems with large language models

Reference 4

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Observation 5c07af8e-1675-4509-a673-66ff1e0f0776 · outbound

This paper cites An Introduction to Vision-Language Modeling.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models An Introduction to Vision-Language Modeling

Reference 5

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Observation 5404da64-bf32-4d31-9561-f7a31b58e557 · outbound

This paper cites SpatialBot: Precise Spatial Understanding with Vision Language Models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models SpatialBot: Precise Spatial Understanding with Vision Language Models

Reference 6

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Observation d5e5d194-63fb-4d32-a2a2-ff5d1737a94d · outbound

This paper cites Spatialvlm: Endowing vision-language models with spatial reasoning capabilities.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Spatialvlm: Endowing vision-language models with spatial reasoning capabilities

Reference 7

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Observation ff8c83f7-2708-46ab-b3b5-8589b3cf3601 · outbound

This paper cites EVLM: An Efficient Vision-Language Model for Visual Understanding.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models EVLM: An Efficient Vision-Language Model for Visual Understanding

Reference 8

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source=pdf_text observed=2026-08-06T21:22:27.089083Z digest=sha256:acc7fd100397e61cc3caaa53f04028022827c2e06a8873f73af40a4680d8f8cb

Observation d94cfb30-0923-46e9-94cd-1c62e7cada84 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

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source=pdf_text observed=2026-08-06T21:22:27.092879Z digest=sha256:0599d80db9f171ce64e0e72af08ea7a4f9cca0ad0bf83166db2207d87e53422b

Observation 9b71a8db-4c94-48c2-b200-c1b04c17a942 · outbound

This paper cites SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models

Reference 10

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source=pdf_text observed=2026-08-06T21:22:27.097127Z digest=sha256:f5130bae298816e0a7178f16a0b2b55ea7f0cfc8bc7c49b53fd683faa55d77d5

Observation d62576b9-868f-4cfd-bcf6-47469b123d06 · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 11

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Observation efb1efcf-5099-44ae-8adb-d8f170b4c2bc · outbound

This paper cites A survey of spatial deformation from a user-centered perspective.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models A survey of spatial deformation from a user-centered perspective

Reference 12

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 409c138b-0450-4c3e-885a-2933174b9933 · outbound

This paper cites ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation

Reference 13

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source=pdf_text observed=2026-08-06T21:22:27.108384Z digest=sha256:7e2a2aefafdf8877e9145738e737c5d0ec538622ff5cec52e24f87fa36bb0a32

Observation 8f65545d-cf3c-4979-8387-ca562870f27e · outbound

This paper cites Exploring the frontier of vision-language models: A survey of current methodologies and future directions.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Exploring the frontier of vision-language models: A survey of current methodologies and future directions

Reference 14

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Observation 03017909-f1b6-4092-94be-673d5a21d1f3 · outbound

This paper cites A review on vision-language-based approaches: Challenges and applications.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models A review on vision-language-based approaches: Challenges and applications

Reference 15

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Observation ee2df0b5-ed51-4e1a-8ae4-659f11bf2e08 · outbound

This paper cites CogVLM2: Visual Language Models for Image and Video Understanding.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models CogVLM2: Visual Language Models for Image and Video Understanding

Reference 16

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Observation a9ba543e-5102-49ad-bd2c-1d24ad5fe75d · outbound

This paper cites Do Vision-Language Models Really Understand Visual Language?.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Do Vision-Language Models Really Understand Visual Language?

Reference 17

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Observation b0c400a5-111d-4c5d-a0d1-1ea5e9a8d56c · outbound

This paper cites Rekep: Spatio- temporal reasoning of relational keypoint constraints for robotic manipulation.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Rekep: Spatio- temporal reasoning of relational keypoint constraints for robotic manipulation

Reference 18

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Observation 20b07d36-1b00-48c3-9aec-26ddab86f13d · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models LLaVA-OneVision: Easy Visual Task Transfer

Reference 19

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Observation 60d45dec-d251-4d99-8eb3-7f73117ffe0e · outbound

This paper cites Imagine while Reasoning in Space: Multimodal Visualization-of-Thought.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Imagine while Reasoning in Space: Multimodal Visualization-of-Thought

Reference 20

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source=pdf_text observed=2026-08-06T21:22:27.137504Z digest=sha256:cdeb61755c2275aeab6dda56290e49572b896e0d0b17903ba75fb6350e549bfa

Observation 3e98df42-bb97-41ba-b95c-0378bada2da1 · outbound

This paper cites A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges

Reference 21

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Observation f01f3633-7072-4b85-9f71-6c86ace0ed7a · outbound

This paper cites Improved baselines with visual instruction tuning.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Improved baselines with visual instruction tuning

Reference 22

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Observation 6db06713-864c-425b-8d5a-4e715b17e033 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 23

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Observation ed663a21-1fcf-4699-9198-1fb7ed2c9283 · outbound

This paper cites MMBench: Is your multi-modal model an all-around player?, 2024.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models MMBench: Is your multi-modal model an all-around player?, 2024

Reference 24

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Observation b022d3f3-a60b-435e-99dc-d710ad8ea032 · outbound

This paper cites SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning

Reference 25

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Observation 0b17bf68-8207-45ea-a02a-1e8ebac30be1 · outbound

This paper cites ivispar– an interactive visual-spatial reasoning benchmark for vlms.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models ivispar– an interactive visual-spatial reasoning benchmark for vlms

Reference 26

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Observation b1c50e5c-6aa7-4b97-80d4-75a0a32c7d70 · outbound

This paper cites The llama 4 herd: The beginning of a new era of natively multimodal ai innovation, april 2025, 2025.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models The llama 4 herd: The beginning of a new era of natively multimodal ai innovation, april 2025, 2025

Reference 27

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source=pdf_text observed=2026-08-06T21:22:27.167040Z digest=sha256:3eefbd2ed63d96655841c093adcf36efff8a11edb8d2ab1b1fe03b1c2fcd31fc

Observation 2c93b32b-102c-4fbf-bf44-807c33dd3452 · outbound

This paper cites Compositional chain-of- thought prompting for large multimodal models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Compositional chain-of- thought prompting for large multimodal models

Reference 28

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source=pdf_text observed=2026-08-06T21:22:27.170291Z digest=sha256:b04a0e66213fd64f11f7cc6395e452f9e3098a1274ae2f92630d386a102d5e7c

Observation 45177622-4e5b-4019-bb3f-9dade7304a6d · outbound

This paper cites s1: Simple test-time scaling.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models s1: Simple test-time scaling

Reference 29

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Observation f3dfc092-2928-45aa-afe2-847416184d78 · outbound

This paper cites an unresolved cited work.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Unresolved cited work

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source=pdf_text observed=2026-08-06T21:22:27.177730Z digest=sha256:95538f02f539c9fbfdf9063b743a806a12c5643bfce8d92389a63d275c644c13

Observation 308b0e76-04f8-4c58-8f74-0d3694bae15d · outbound

This paper cites Openai o1 system card.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Openai o1 system card

Reference 31

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.181153Z digest=sha256:7bf3e6b18d20a8a56254965e2019d108ab55bb7ce4b6a61e146681f8efb2139f

Observation 341101c3-5774-4355-a667-e766f4dc4942 · outbound

This paper cites Openai o3 and o4-mini system card.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Openai o3 and o4-mini system card

Reference 32

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.184457Z digest=sha256:207786ba8af11cf1222c5cc618f56b9d13699a9eac8c90511d9b9806fa83994c

Observation 1cf17174-dad2-451b-812f-82a74e9f4b13 · outbound

This paper cites Benchmarking Visual Language Models on Standardized Visualization Literacy Tests.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Benchmarking Visual Language Models on Standardized Visualization Literacy Tests

Reference 33

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source=pdf_text observed=2026-08-06T21:22:27.188957Z digest=sha256:0a42ea75078ad9bcc8f12e28eba27912a612caa01504668ddf1a051d4d03e57b

Observation d3efb547-31b7-48b7-a085-a4e597a0fa3e · outbound

This paper cites Xiao, Katherine M.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Xiao, Katherine M

Reference 34

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.193467Z digest=sha256:319cac41a8e719c94d12b00f20b7b1825494b862bf32e7c22806fd47149c68fd

Observation 773c1dfd-d541-4fbe-9d6b-31a2b06d175c · outbound

This paper cites Does spatial cognition emerge in frontier models? In The Thirteenth International Conference on Learning Representations, 2025.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Does spatial cognition emerge in frontier models? In The Thirteenth International Conference on Learning Representations, 2025

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.197341Z digest=sha256:35a38d5b96ea7902c4be8014ecca03d245a9272538bae9d6ec4dc4fee36cabc9

Observation 88820f74-438f-4f4d-8372-3c3098038c07 · outbound

This paper cites Sat: Spatial aptitude training for multimodal language models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Sat: Spatial aptitude training for multimodal language models

Reference 36

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.201575Z digest=sha256:38c89f8036f03bbdbfd4ced1da7415db36de2c8739a4699d9fa8d5605813b17b

Observation 9bfaf9f9-e500-499a-b202-60e3c687bcfd · outbound

This paper cites LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models

Reference 37

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source=pdf_text observed=2026-08-06T21:22:27.205710Z digest=sha256:4ce83347c26dd5a01828c12234979b90173c077740d32f6f4f4eedda6f3adeba

Observation ceb77357-89fc-41bd-b727-df9bf3e8403f · outbound

This paper cites an unresolved cited work.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Unresolved cited work

Reference 38

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verified exact
raw_fallback, observed 2026-08-06T21:22:27.793041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.209478Z digest=sha256:02866d002c575667574d32cd11926033d8e05c94707c01e163e894f31518ff76

Observation 8cc7a180-207f-4cf7-aef9-4bfdb6afbd0a · outbound

This paper cites LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.217330Z digest=sha256:e5a9bae665abcd00df37720950739bf4ac76f03f75dc807453ab0a4b049e3346

Observation 4d458bb9-e63c-4a63-abb2-44ea67e31ffa · outbound

This paper cites Sparkle: mastering basic spatial capabilities in vi- sion language models elicits generalization to spatial reasoning, March 2025.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Sparkle: mastering basic spatial capabilities in vi- sion language models elicits generalization to spatial reasoning, March 2025

Reference 40

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.221010Z digest=sha256:8bd4d1006a84a433708d687fffb549dabb153ce9e8351cd7524460a6b05f8092

Observation 649bd753-a76e-406b-a4bb-aacc8db30441 · outbound

This paper cites Doubao 1.5 pro.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Doubao 1.5 pro

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:22:28.354124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.224849Z digest=sha256:2299f12636b5c976636380e04d3361cfb5f82ca30e1d75c290305fb478c5664e

Observation a1610a96-cb9c-4269-b3cd-43f4599d33f8 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Gemini: A Family of Highly Capable Multimodal Models

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.228402Z digest=sha256:12f468a3f9e87d674ddcc066388112d808fbf04076f25c983765d48ff15ce282

Observation 523d7cc7-2b37-413f-a10b-177c1b58c87b · outbound

This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.232180Z digest=sha256:ffbac4ccdc27ac1f940e3c1cc97b7ecf140c9d9bca9cc5ac77c77caaa13cd4b9

Observation 8f16d3a3-421d-4a66-ac19-72b27608a049 · outbound

This paper cites Solving olympiad geometry without human demonstrations.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Solving olympiad geometry without human demonstrations

Reference 44

Resolution
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no resolver link, observed 2026-08-06T21:22:27.236386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.236386Z digest=sha256:849df545ecd9a22977db60b515820f3ea3e62b704775f02f0168bbea9176c605

Observation 4440862a-51e9-4abb-b02c-c18cd38b61c7 · outbound

This paper cites Alphazero-like tree-search can guide large language model decoding and training.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Alphazero-like tree-search can guide large language model decoding and training

Reference 45

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no resolver link, observed 2026-08-06T21:22:27.240069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.240069Z digest=sha256:6b290e57ab6b7067a9d328748e9cbbc5c72f1d3ebbe8f2fadf6204f3e2aa2aa4

Observation 37194565-8dad-4a2c-9ec1-9323579ae0b4 · outbound

This paper cites Pulsecheck457: A diagnostic benchmark for 6d spatial reasoning of large multimodal models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Pulsecheck457: A diagnostic benchmark for 6d spatial reasoning of large multimodal models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:22:28.331356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.243869Z digest=sha256:74a800c4431cbb3c6669ec82320bc01f97481eed23902b872891bbd02aa03afe

Observation 4e77a2f0-ea24-46ee-9570-4244d13d5132 · outbound

This paper cites Internvideo2: Scaling foundation models for multimodal video understanding.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Internvideo2: Scaling foundation models for multimodal video understanding

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.248028Z digest=sha256:8717ad1862a85e6c1c3204d9df78b741822412084fbe831a38106bcf501ea82d

Observation a9b32f87-c960-4cbc-97df-33718dfc6ff5 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Chain-of-thought prompting elicits reasoning in large language models

Reference 48

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T21:22:27.252406Z digest=sha256:3d38cbd778fee20986fbacc6e55a8edc9d3b8d99776a67513e88dfe7084bf445

Observation 8f098147-c90e-437b-894d-abcfb2aaa693 · outbound

This paper cites Boosting multimodal reasoning with mcts-automated structured thinking.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Boosting multimodal reasoning with mcts-automated structured thinking

Reference 49

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no resolver link, observed 2026-08-06T21:22:27.255644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.255644Z digest=sha256:a55b584b68dd71b42f2f2a20e6631f520366dfda861abba3cf3388e4eed86b94

Observation e3ecae9b-2fed-43d9-959b-e8854478b3a8 · outbound

This paper cites Mind’s eye of llms: Visualization-of-thought elicits spatial reasoning in large language models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Mind’s eye of llms: Visualization-of-thought elicits spatial reasoning in large language models

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.260045Z digest=sha256:3b233f627b28948a15e8038415a93ddd78d461fd05ac94c5f6ca06984b6a6dcf

Observation 064c8468-5102-4cc0-8acc-0ae76c705d63 · outbound

This paper cites Grok 3: Advancing real-time reasoning in ai.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Grok 3: Advancing real-time reasoning in ai

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:22:28.302907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.264358Z digest=sha256:0c760d17471e6261f7186760e6e7fd262182851b0e0cadfa35a9a54645efdde4

Observation 081b7ff8-3589-414b-9cf1-7b52e8e86197 · outbound

This paper cites Geox: Geometric problem solving through unified formalized vision-language pre-training.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Geox: Geometric problem solving through unified formalized vision-language pre-training

Reference 52

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raw_fallback, observed 2026-08-06T21:22:28.292361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.268692Z digest=sha256:9df986e27a8cd21e50a172db570af62c093459441dde074e92618f6f9364ce58

Observation c3ac6562-9041-4516-a706-e2564e4076e0 · outbound

This paper cites Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities

Reference 53

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verified exact
local_arxiv, observed 2026-08-06T21:22:27.568331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.272600Z digest=sha256:a4ea582311c735e3a1183811ea54739203e24e3a1609bd54513370bb59741819

Observation 02b7483e-d5ec-4667-a7a2-34060eccddce · outbound

This paper cites VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models

Reference 54

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.276130Z digest=sha256:a040fc90598ec547877c1eb73cfb05e1ca8317c41829ddd10f13a79b4181def4

Observation 5b8e3c95-e72b-41d0-abcb-e4b591be8560 · outbound

This paper cites Qwen2.5 Technical Report.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Qwen2.5 Technical Report

Reference 55

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no resolver link, observed 2026-08-06T21:22:27.280848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.280848Z digest=sha256:f4d8d6ce726105bf21e140d1a93fbd3429977182713354dd87d7f3ec8e831179

Observation 382fc582-a65c-4f3c-a54e-10ab15d0e893 · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 56

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no resolver link, observed 2026-08-06T21:22:27.285460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.285460Z digest=sha256:01f8ad56b4d851508eccf3b7fafd883330fae49ff8a819e20595b4b9cb7bd9eb

Observation 2d984caf-423b-429f-a797-ea9f406ecd3e · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 57

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.289983Z digest=sha256:0110eafd516017eadab8f08ce5e9cf928f18abd90c6a63020e33d91e2d1871a3

Observation 6ad9d425-d0ef-4861-9350-76ee118678dc · outbound

This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Griffiths, Yuan Cao, and Karthik R Narasimhan

Reference 58

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raw_fallback, observed 2026-08-06T21:22:28.282350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.293444Z digest=sha256:89cca7b4fde716b475f817d877481889d1e1a24f57d05690418eae31ee813a7f

Observation 811b8406-018e-4152-a21e-965b3c38747f · outbound

This paper cites React: Synergizing reasoning and acting in language models.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models React: Synergizing reasoning and acting in language models

Reference 59

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no resolver link, observed 2026-08-06T21:22:27.297107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.297107Z digest=sha256:4755b249f4f2333f0fb33f4a9384d39821cfe11a468603b46c753c4cecc8f1a6

Observation 39fed605-86b0-4fc9-a1d1-192143768955 · outbound

This paper cites LIMO: Less is More for Reasoning.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models LIMO: Less is More for Reasoning

Reference 60

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no resolver link, observed 2026-08-06T21:22:27.300441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.300441Z digest=sha256:590cc4813e3e445822311ea7422b71f9d3ab42ffbba5129ac46b8410ee4fcdae

Observation 3bf4f7e7-965c-4ba7-b58c-c5d619de3733 · outbound

This paper cites Open3dvqa: A benchmark for comprehensive spatial reasoning with multimodal large language model in open space.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Open3dvqa: A benchmark for comprehensive spatial reasoning with multimodal large language model in open space

Reference 61

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.304216Z digest=sha256:458df45a4aa0596824077345970ca1b50d282465a1b34d6fb303de09cedac39f

Observation 53dc4f26-22f7-418d-a351-7d8f26819d2b · outbound

This paper cites Improve Vision Language Model Chain-of-thought Reasoning.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Improve Vision Language Model Chain-of-thought Reasoning

Reference 62

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no resolver link, observed 2026-08-06T21:22:27.307489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:22:27.307489Z digest=sha256:19e308824186e28c63367892c87277d423c309cfeb7607e659d28a29f0fa3d3d

Observation 6dcaa078-5d0d-41ce-9976-cd80cef345fa · outbound

This paper cites an unresolved cited work.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Unresolved cited work

Reference 64

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unresolved
raw_fallback, observed 2026-08-06T21:22:28.266554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.312352Z digest=sha256:f7bb480c2cadb223a48e62fcc4f65fa6df4d49bded1a8d2ade4c1afe8d036cde

Observation 6946ec7f-6327-4654-becb-fe7c8de216f8 · outbound

This paper cites an unresolved cited work.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Unresolved cited work

Reference 65

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raw_fallback, observed 2026-08-06T21:22:28.255864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.315929Z digest=sha256:5aa688f54ed17625f550b627a8d81f05ba7c82689d0d1df3a28682ae3b5fbdaa

Observation 0c6ca4da-04e3-4ebe-8ea7-55ff2c3ccd11 · outbound

This paper cites an unresolved cited work.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Unresolved cited work

Reference 66

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unresolved
raw_fallback, observed 2026-08-06T21:22:28.245245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.319544Z digest=sha256:d3ac90b3e8eb1ccf52a7b96e05e96b479562328b04c0798728555dc90c984e65

Observation 47a14f60-c09b-4daa-a2d8-0494efa1ba24 · outbound

This paper cites an unresolved cited work.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Unresolved cited work

Reference 2020

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unresolved
raw_fallback, observed 2026-08-06T21:22:28.365427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:22:27.213883Z digest=sha256:be72d00ed030872707894072f33a29a6b43011bfb6039c17d200d19752924f0c

Pith citing papers

No inbound Pith citation observations are available.