OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning | Paper Citation Record

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This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 1

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This paper cites LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training

Reference 2

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This paper cites Qwen3-VL Technical Report.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Qwen3-VL Technical Report

Reference 3

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This paper cites Qwen2.5-VL Technical Report.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Qwen2.5-VL Technical Report

Reference 4

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This paper cites In: 2025 IEEE International Conference on Robotics and Automation (ICRA).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: 2025 IEEE International Conference on Robotics and Automation (ICRA)

Reference 5

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This paper cites In: Proceedings of the IEEE/CVF winter conference on applications of computer vision.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE/CVF winter conference on applications of computer vision

Reference 6

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This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 7

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 8

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This paper cites Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning?

Reference 9

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This paper cites Nature Machine In- telligence2(11), 665–673 (2020).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Nature Machine In- telligence2(11), 665–673 (2020)

Reference 10

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This paper cites Seed1.5-VL Technical Report.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Seed1.5-VL Technical Report

Reference 11

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This paper cites SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models

Reference 12

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This paper cites GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Reference 13

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This paper cites Step3-vl-10b technical report.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Step3-vl-10b technical report

Reference 14

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This paper cites GPT-4o System Card.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning GPT-4o System Card

Reference 15

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This paper cites MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency

Reference 16

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This paper cites In: The twelfth international conference on learning representations (2023).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: The twelfth international conference on learning representations (2023)

Reference 17

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This paper cites One Flight Over the Gap: A Survey from Perspective to Panoramic Vision.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning One Flight Over the Gap: A Survey from Perspective to Panoramic Vision

Reference 18

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This paper cites PanoEnv: Exploring 3d spatial intelligence in panoramic environments with reinforcement learning.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning PanoEnv: Exploring 3d spatial intelligence in panoramic environments with reinforcement learning

Reference 19

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This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 20

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This paper cites Transactions of the Association for Computational Linguistics11, 635–651 (2023).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Transactions of the Association for Computational Linguistics11, 635–651 (2023)

Reference 21

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This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 22

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

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This paper cites 8 model card: Towards generalized real-world agency.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning 8 model card: Towards generalized real-world agency

Reference 24

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

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 26

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning OpenAI GPT-5 System Card

Reference 27

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This paper cites Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models

Reference 28

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Gemini: A Family of Highly Capable Multimodal Models

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Kimi K2.5: Visual Agentic Intelligence

Reference 30

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World

Reference 31

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 32

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This paper cites Advances in neural information processing systems35, 24824–24837 (2022) 18 H.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Advances in neural information processing systems35, 24824–24837 (2022) 18 H

Reference 33

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This paper cites Efficient multi- modal large language models via progressive consistency distillation.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Efficient multi- modal large language models via progressive consistency distillation

Reference 34

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Innovator-vl: A multimodal large language model for scientific discovery

Reference 35

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

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OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: 2012 IEEE conference on computer vision and pattern recognition

Reference 37

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This paper cites SpatialBench: Benchmarking Multimodal Large Language Models for Spatial Cognition.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning SpatialBench: Benchmarking Multimodal Large Language Models for Spatial Cognition

Reference 38

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This paper cites IEICE transactions on in- formation and systems82(3), 568–579 (1999).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning IEICE transactions on in- formation and systems82(3), 568–579 (1999)

Reference 39

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This paper cites UAOR: Uncertainty-aware Observation Reinjection for Vision-Language-Action Models.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning UAOR: Uncertainty-aware Observation Reinjection for Vision-Language-Action Models

Reference 40

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This paper cites ODI-Bench: Can MLLMs understand immersive omnidirectional environments?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning ODI-Bench: Can MLLMs understand immersive omnidirectional environments?

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This paper cites EfficientVLA: Training-Free Acceleration and Compression for Vision-Language-Action Models.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning EfficientVLA: Training-Free Acceleration and Compression for Vision-Language-Action Models

Reference 42

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This paper cites arXiv:2509.18905 (2025) 6, 9, 17.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning arXiv:2509.18905 (2025) 6, 9, 17

Reference 43

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This paper cites In: Proceedings of the IEEE/CVF International Con- ference on Computer Vision.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE/CVF International Con- ference on Computer Vision

Reference 44

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This paper cites Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 45

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This paper cites arXiv preprint arXiv:2603.15558 (2026).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning arXiv preprint arXiv:2603.15558 (2026)

Reference 46

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This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 47

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This paper cites In: Proceed- ings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceed- ings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 48

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This paper cites Multimodal spatial reasoning in the large model era: A survey and benchmarks.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Multimodal spatial reasoning in the large model era: A survey and benchmarks

Reference 49

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This paper cites Panorama: The rise of omnidirectional vision in the embodied ai era.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Panorama: The rise of omnidirectional vision in the embodied ai era

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This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 51

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Observation f8fe511e-517b-4919-84df-b8aaffa6e0ba · outbound

This paper cites Dense360: Dense Understanding from Omnidirectional Panoramas.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Dense360: Dense Understanding from Omnidirectional Panoramas

Reference 52

Resolution: malformed identifier; arxiv_id, observed 2026-06-30T06:14:19.099103Z

Source-reported events for the cited work

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

Observation 183adf48-a952-46a4-bb0b-f20882f1eee3 · outbound

This paper cites the chair near the floor lamp.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning the chair near the floor lamp

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97d0e499-7fa0-46f2-bef6-ea270a155e68 · outbound

This paper cites NEAREST",.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning NEAREST",

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e494410-0ede-4f9e-b355-0d76789241e3 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c62f542e-84b5-4436-a71b-0e11f98877d7 · outbound

This paper cites Standing at [object], facing [direction/object], turn [angle1]\textdegree [dir1], then turn [angle2]\textdegree [dir2], what is the NEAREST object?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Standing at [object], facing [direction/object], turn [angle1]\textdegree [dir1], then turn [angle2]\textdegree [dir2], what is the NEAREST object?

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f1117a0-8168-4956-aa3e-50d02d812100 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98abe6e8-1e9b-4d0b-9a00-722b796b6bdd · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccb1394b-534d-4955-9dfe-a90528d32b2e · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bee559e6-bf1c-43d3-98b3-5216c8795963 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6077c8bf-0218-4f35-90c9-b050befe8038 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b463c9b-b54a-460e-a572-51df53d78085 · outbound

This paper cites What is [relation2 + qualifier] of the [relation1 + qualifier] object of [anchor]?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning What is [relation2 + qualifier] of the [relation1 + qualifier] object of [anchor]?

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cefd3970-e3b2-475f-ab24-87ae34118d27 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a458381d-a242-49e5-82b3-3616492d678f · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ed0fb5b-4272-4993-b6a5-4fcf270df9ec · outbound

This paper cites In which direction is the [relation + qualifier] object of [anchor], relative to [anchor]?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning In which direction is the [relation + qualifier] object of [anchor], relative to [anchor]?

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffbeb63d-c320-472c-945d-9d41c3847e38 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b7e7f0-2263-4096-8ca6-34aa02fbb35d · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2abb16c-7a89-4fe9-8f98-49a90e1b1e2c · outbound

This paper cites From [start_object], walk straight [direction] for [distance]m. What is the FIRST object you will encounter?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning From [start_object], walk straight [direction] for [distance]m. What is the FIRST object you will encounter?

Reference 68

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c2619fa-e424-4220-873b-29cb5dfb6dc4 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6413a3d6-c478-40f2-9435-83eede180249 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d441e247-5587-4c74-a391-7e79d331346f · outbound

This paper cites From [start], walk [direction] for [distance]m, then turn [angle]\textdegree [dir]. Is [specific_object] still visible?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning From [start], walk [direction] for [distance]m, then turn [angle]\textdegree [dir]. Is [specific_object] still visible?

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01aeabe6-24db-47aa-9d67-9171b4c857de · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 093230c6-d8ea-452f-b243-ce259891cd17 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40271440-da6c-4b51-872b-a90cf104389c · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f751802c-b6f6-4682-97f2-d9bade40f0af · outbound

This paper cites questions.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning questions

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6bf74fa-859f-4fb5-9c53-f8777ec36524 · outbound

This paper cites the chair near the floor lamp in the northern area.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning the chair near the floor lamp in the northern area

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d977665d-7074-4185-b4c9-3f435cbc86ff · outbound

This paper cites NEAREST",.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning NEAREST",

Reference 77

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c9d2dc5-ea1e-439f-9c44-5515ec989f8f · outbound

This paper cites north of X but also south of X.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning north of X but also south of X

Reference 78

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 217e2b16-f6f2-4acd-bc96-3ecf4877ff1e · outbound

This paper cites Where is the chair?.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Where is the chair?

Reference 79

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e545f081-d753-4ffb-b25d-444053b507fb · outbound

This paper cites center of room.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning center of room

Reference 80

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c670fc4-e724-41ef-8f49-5046068c9e34 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3021b44-65f0-451a-8c18-f29a8514f9c2 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ca484e-c3b3-40f1-80d3-1e91f18beb4f · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e89f3d67-bd65-4fa1-8571-44f4cb4a33fb · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29587ea5-4885-4027-a718-e00aaa0228de · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 381b87cd-966b-45d6-917a-c64c3c0d6898 · outbound

This paper cites score": <1-10 integer, or 0 for fatal flaws> 126}} 127 128Output ONLY the JSON.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning score": <1-10 integer, or 0 for fatal flaws> 126}} 127 128Output ONLY the JSON

Reference 86

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9fdc67c-4b56-40fc-bfc7-8e86e42c3401 · outbound

This paper cites piano(-6.9,1.2).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning piano(-6.9,1.2)

Reference 87

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2e85419-3c78-4346-98da-0ae0040c8f69 · outbound

This paper cites The table is to the north of the piano.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning The table is to the north of the piano

Reference 88

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d22fe50b-8d34-4feb-83a7-7e7fba5db3a3 · outbound

This paper cites Wall Segments.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Wall Segments

Reference 89

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0623fc00-f088-4faa-8592-55d03e3e4f20 · outbound

This paper cites window near the north wall.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning window near the north wall

Reference 90

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8668b80d-9b00-4e8d-8b6a-c158fb461345 · outbound

This paper cites Yes" or.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Yes" or

Reference 91

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ffb332-4862-4a2f-b570-2f39d4464532 · outbound

This paper cites table(-8.2,5.7).

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning table(-8.2,5.7)

Reference 92

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 287a0e59-340c-4adb-ac8f-63142cf1fb22 · outbound

This paper cites south of.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning south of

Reference 93

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f0f389-859e-4ce7-b462-1dd23084c4fa · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c60a91-997c-4f95-be16-6438f1144c2a · outbound

This paper cites Nearby" direction annotations to speed up identification 112- Natural language descriptions ONLY 113.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Nearby" direction annotations to speed up identification 112- Natural language descriptions ONLY 113

Reference 95

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6b04e16-b958-477f-95bc-568406ca37f0 · outbound

This paper cites 126- Determine initial facing direction (if specified) 127.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning 126- Determine initial facing direction (if specified) 127

Reference 96

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3291578f-af9d-40a8-aa69-576eb84dd8d3 · outbound

This paper cites walk north.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning walk north

Reference 97

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d7e017-3b59-469e-b465-e6e14e48adb1 · outbound

This paper cites an unresolved cited work.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05942f5-0fab-4c39-b43e-dda49956f999 · outbound

This paper cites what is the FIRST object you see.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning what is the FIRST object you see

Reference 99

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b765d55d-d206-4773-a2c9-ceeae9181879 · outbound

This paper cites the stool near the chair in the northern area.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning the stool near the chair in the northern area

Reference 100

Resolution: unresolved; no resolver link, observed 2026-06-30T06:11:09.693576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers