Paper Citation Record · LEDGER

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs

As of 12 August 2026, this Paper Citation Record lists 100 of 211 outbound references and 3 inbound Pith citation observations for arXiv:2602.18600.

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

pith.paper-citation-record.v1
2602.18600 v5

Coverage vector

measured 100 of 211 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:00:13.891720Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:43:51.464398Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T08:39:42.500110Z

Reference resolution

100 of 211 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f96caba8-a266-4b59-9da8-368ae9f967ba · outbound

This paper cites an unresolved cited work.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.190848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4857e590-b2a9-42d3-a46b-a64dd93f25ba · outbound

This paper cites Phi-4 Technical Report.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Phi-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.222885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4a8babf-d6a4-49ff-9cf2-5dd25e9bed45 · outbound

This paper cites GPT-4 Technical Report.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.280751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ed8397-ec8c-4f76-8c4f-24bd69adb2fd · outbound

This paper cites SPARC: Separating Perception And Reasoning Circuits for Test-time Scaling of VLMs.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs SPARC: Separating Perception And Reasoning Circuits for Test-time Scaling of VLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.360002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f11210c6-8ca6-4179-86fa-6d258a846708 · outbound

This paper cites Qwen3-vl technical report, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Qwen3-vl technical report, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.413822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4df9b2e-197a-4254-9a0d-e1d52f4cef5d · outbound

This paper cites Qwen2.5-VL Technical Report.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Qwen2.5-VL Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.484203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 423f9fbc-6828-4a80-bb50-486fbf2d98ec · outbound

This paper cites doubao-seed-1.6-thinking.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs doubao-seed-1.6-thinking

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.542531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce3a3000-8cfd-4d0e-bf08-89687e7a8f2e · outbound

This paper cites Seed1.6: Tech introduction.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Seed1.6: Tech introduction

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.590992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9bf13b2-24b4-4249-90a5-a1dc3721fe67 · outbound

This paper cites Holistic evaluation of multimodal llms on spatial intelligence.arXiv preprint arXiv:2508.13142, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Holistic evaluation of multimodal llms on spatial intelligence.arXiv preprint arXiv:2508.13142, 2025

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.646592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38078396-3c83-4ee6-930c-88f918724693 · outbound

This paper cites Representation granularity enables time-efficient autonomous exploration in large, complex worlds.Science Robotics, 8(80):eadf0970, 2023.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Representation granularity enables time-efficient autonomous exploration in large, complex worlds.Science Robotics, 8(80):eadf0970, 2023

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.699968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3ae5e61-e8ec-4d0b-b475-25ec7a88f9ac · outbound

This paper cites Maplm: A real-world large-scale vision-language benchmark for map and traffic scene understanding.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Maplm: A real-world large-scale vision-language benchmark for map and traffic scene understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.767809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c22d3a84-0d13-407c-9227-f01688ae2970 · outbound

This paper cites Beyond Two-Stage Training: Cooperative SFT and RL for LLM Reasoning.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Beyond Two-Stage Training: Cooperative SFT and RL for LLM Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.802440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96415ad7-9185-43d4-8372-13ccfbfc628e · outbound

This paper cites Path planning algorithm for logistics autonomous vehicles at cainiao stations based on multi-sensor data fusion.PLoS One, 20(5):e0321257, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Path planning algorithm for logistics autonomous vehicles at cainiao stations based on multi-sensor data fusion.PLoS One, 20(5):e0321257, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.855197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f20ce482-ab49-4ded-b20c-8d034682f0af · outbound

This paper cites Glyph: Scaling context windows via visual-text compres- sion.arXiv preprint arXiv:2510.17800, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Glyph: Scaling context windows via visual-text compres- sion.arXiv preprint arXiv:2510.17800, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.896744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ba1a1e-1ed8-469c-a0d5-390d01f8685b · outbound

This paper cites Sensenova-mars: Empowering multimodal agentic reasoning and search via reinforcement learning.arXiv preprint arXiv:2512.24330, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Sensenova-mars: Empowering multimodal agentic reasoning and search via reinforcement learning.arXiv preprint arXiv:2512.24330, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:04.958561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 757bba5c-de09-4349-a019-d2855fe37466 · outbound

This paper cites ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.001098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c096d5f-deff-4a21-ab24-c91ca08a5db3 · outbound

This paper cites A survey on multimodal large language models for autonomous driving.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs A survey on multimodal large language models for autonomous driving

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.058831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9df3ad2f-1f12-4762-b45b-5fd336ace813 · outbound

This paper cites MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.110597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92fda95d-1e71-4a29-883c-6185697f0567 · outbound

This paper cites Travellm: Could you plan my new public transit route in face of a network disruption?arXiv preprint arXiv:2407.14926, 2024.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Travellm: Could you plan my new public transit route in face of a network disruption?arXiv preprint arXiv:2407.14926, 2024

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.166547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d0724c-80c3-43fe-8695-1699261e20a6 · outbound

This paper cites Citybench: Evaluating the capabilities of large language models for urban tasks.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Citybench: Evaluating the capabilities of large language models for urban tasks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.230169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 097bb677-7ecb-4507-a58a-cf7ab48db391 · outbound

This paper cites Citybench: Evaluating the capabilities of large language model as world model.arXiv e-prints, pages arXiv–2406, 2024.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Citybench: Evaluating the capabilities of large language model as world model.arXiv e-prints, pages arXiv–2406, 2024

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.278866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8883f9b3-e316-4c2e-bdc2-d3160cf92f2a · outbound

This paper cites Efficient reasoning models: A survey.arXiv preprint arXiv:2504.10903, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Efficient reasoning models: A survey.arXiv preprint arXiv:2504.10903, 2025

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.332906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dc2a785-4f83-4275-9322-2cb9da1459a4 · outbound

This paper cites Rewardmap: Tackling sparse rewards in fine-grained visual reasoning via multi-stage rein- forcement learning.arXiv preprint arXiv:2510.02240, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Rewardmap: Tackling sparse rewards in fine-grained visual reasoning via multi-stage rein- forcement learning.arXiv preprint arXiv:2510.02240, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.398591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1862407-6f52-49ac-b6a0-a9d7780e2e1c · outbound

This paper cites Can mllms guide me home? a benchmark study on fine-grained visual reasoning from transit maps.arXiv preprint arXiv:2505.18675, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Can mllms guide me home? a benchmark study on fine-grained visual reasoning from transit maps.arXiv preprint arXiv:2505.18675, 2025

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.460533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54513a32-4dd7-471a-aeee-983f686979c9 · outbound

This paper cites Drive like a human: Rethinking autonomous driving with large language models.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Drive like a human: Rethinking autonomous driving with large language models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.532876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63d38ca9-b478-4211-b8a6-f42c59864505 · outbound

This paper cites Gemini 3 flash: Frontier intelligence built for speed.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Gemini 3 flash: Frontier intelligence built for speed

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.573634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a0cfd9-2ac6-4022-827c-ec8aa6ff5455 · outbound

This paper cites Reasoning-aligned perception decoupling for scalable multi-modal reasoning.arXiv preprint arXiv:2506.04559, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Reasoning-aligned perception decoupling for scalable multi-modal reasoning.arXiv preprint arXiv:2506.04559, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.740933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f237cfd-9bb1-40c4-8dac-e41cdfa04ca3 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.820515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d348143-b569-40f7-a0c3-e353909eff4a · outbound

This paper cites Enhanced natural language annotation and query for semantic mapping in visual slam using large language models.Journal of Sustainability, Policy, and Practice, 1(3):131–143, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Enhanced natural language annotation and query for semantic mapping in visual slam using large language models.Journal of Sustainability, Policy, and Practice, 1(3):131–143, 2025

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.905891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e63eb40-1a4e-4c5d-901b-a879d875aed6 · outbound

This paper cites R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:05.988418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8a01f90-674b-4c50-83c2-179dead6ff1c · outbound

This paper cites Embodied Web Agents: Bridging Physical-Digital Realms for Integrated Agent Intelligence.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Embodied Web Agents: Bridging Physical-Digital Realms for Integrated Agent Intelligence

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.045958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45498371-63d1-448d-8e8e-2cc419fe0ae6 · outbound

This paper cites Vision-language-action models for autonomous driving: Past, present, and future.arXiv preprint arXiv:2512.16760, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Vision-language-action models for autonomous driving: Past, present, and future.arXiv preprint arXiv:2512.16760, 2025

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.127839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c8949ed-4d73-4aa9-8498-8b1d18f9d4a8 · outbound

This paper cites Visual sketchpad: Sketching as a visual chain of thought for multimodal language models.Advances in Neural Information Processing Systems, 37:139348–139379, 2024.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Visual sketchpad: Sketching as a visual chain of thought for multimodal language models.Advances in Neural Information Processing Systems, 37:139348–139379, 2024

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.183096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c7ca74-60f9-4a68-b872-7ce402b8ab7c · outbound

This paper cites Mllm-for3d: Adapting multimodal large language model for 3d reasoning segmentation.arXiv preprint arXiv:2503.18135, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Mllm-for3d: Adapting multimodal large language model for 3d reasoning segmentation.arXiv preprint arXiv:2503.18135, 2025

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.291848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f09c9d4-b4b3-4248-8fe2-a15307309153 · outbound

This paper cites GPT-4o System Card.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs GPT-4o System Card

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.358912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 352c02da-8821-42d0-80a8-3558b13df6f2 · outbound

This paper cites Geobenchx: Benchmarking llms in agent solving multistep geospatial tasks.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Geobenchx: Benchmarking llms in agent solving multistep geospatial tasks

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.432499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d477d8c0-a048-43cf-9752-c1307870ddc2 · outbound

This paper cites MMCode: Benchmarking Multimodal Large Language Models for Code Generation with Visually Rich Programming Problems.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MMCode: Benchmarking Multimodal Large Language Models for Code Generation with Visually Rich Programming Problems

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.512766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b89fce9-6d2b-4769-a573-665ce850cb80 · outbound

This paper cites Eee-bench: A comprehensive multimodal electrical and electronics engineering benchmark.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Eee-bench: A comprehensive multimodal electrical and electronics engineering benchmark

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.594107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 140f6a16-e8d8-42f4-9429-cb22bec91de2 · outbound

This paper cites MapQA: Open-domain Geospatial Question Answering on Map Data.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MapQA: Open-domain Geospatial Question Answering on Map Data

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.674087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77845e4a-2fc1-4621-a842-c2d12150f598 · outbound

This paper cites Improved baselines with visual instruction tuning, 2023.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Improved baselines with visual instruction tuning, 2023

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.721453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dabc6dd-63a6-434f-ab24-e836b93fdf50 · outbound

This paper cites AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.791321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 561dd6c1-2514-4dc9-acac-9f48c28a3d4c · outbound

This paper cites Uniugp: Unifying understanding, generation, and planing for end-to-end autonomous driving.arXiv preprint arXiv:2512.09864, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Uniugp: Unifying understanding, generation, and planing for end-to-end autonomous driving.arXiv preprint arXiv:2512.09864, 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.863224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09d9ed37-a6a6-44b0-81fc-68960bd9c2ae · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.951391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbb0382c-0bd2-476f-99ce-953d3579fe7d · outbound

This paper cites Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:06.971790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c57d4dc-35b2-44c2-93aa-e22c930bf6b3 · outbound

This paper cites Ovis2.5 Technical Report.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Ovis2.5 Technical Report

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.080552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5f8ffce-3e0a-4b13-a6cb-a408093d7064 · outbound

This paper cites RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.204123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a16e3937-089a-41e4-8dfd-3b9e8afcd7fd · outbound

This paper cites Mc-search: Evaluating and enhancing multimodal agentic search with structured long reasoning chains.arXiv preprint arXiv:2603.00873, 2026.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Mc-search: Evaluating and enhancing multimodal agentic search with structured long reasoning chains.arXiv preprint arXiv:2603.00873, 2026

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.313907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34669a3f-a63f-467e-a0e9-b7a77e90a910 · outbound

This paper cites OpenAI o1.https://openai.com/o1/, 2024.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs OpenAI o1.https://openai.com/o1/, 2024

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.434606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ad7055-cc56-4efa-bab0-3f616b8dd603 · outbound

This paper cites Gpt-4.1 model card.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Gpt-4.1 model card

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.511714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2935462-bcb1-4c41-833d-c5ad38c0e86c · outbound

This paper cites OpenAI o3 and o4-mini System Card.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs OpenAI o3 and o4-mini System Card

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.604304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4192d26-e2d5-4d7c-a621-06027986651b · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.716563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ee2d850-ddef-4416-b9fd-722eeec1b4b2 · outbound

This paper cites Frieda: Benchmarking multi-step cartographic reasoning in vision-language models.arXiv preprint arXiv:2512.08016, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Frieda: Benchmarking multi-step cartographic reasoning in vision-language models.arXiv preprint arXiv:2512.08016, 2025

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.839105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762ae906-cfe1-4646-9c74-f618c3b2a733 · outbound

This paper cites Bear: Benchmarking and enhancing multimodal language models for atomic embodied capabilities.arXiv preprint arXiv:2510.08759, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Bear: Benchmarking and enhancing multimodal language models for atomic embodied capabilities.arXiv preprint arXiv:2510.08759, 2025

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:07.960870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b825bd79-bdb6-450a-956a-a797a50eaa78 · outbound

This paper cites an unresolved cited work.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.085794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e96874f-a3bc-4662-ac17-b6d6368fe404 · outbound

This paper cites NavBench: Probing Multimodal Large Language Models for Embodied Navigation.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs NavBench: Probing Multimodal Large Language Models for Embodied Navigation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.208686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61dcc186-c6f3-47be-a25f-c51523771045 · outbound

This paper cites Urbandrivepathway: A decision-making framework for navigating urban autonomous vehicles in complex traffic systems.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Urbandrivepathway: A decision-making framework for navigating urban autonomous vehicles in complex traffic systems

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.296019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7235af6b-ec94-4326-80c7-96d88d53c2e4 · outbound

This paper cites VGRP-Bench: Visual Grid Reasoning Puzzle Benchmark for Large Vision-Language Models.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs VGRP-Bench: Visual Grid Reasoning Puzzle Benchmark for Large Vision-Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.370312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7845d23-02f4-4a7d-a8cd-988d9a7b39f5 · outbound

This paper cites Bridging Text and Vision: A Multi-View Text-Vision Registration Approach for Cross-Modal Place Recognition.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Bridging Text and Vision: A Multi-View Text-Vision Registration Approach for Cross-Modal Place Recognition

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.443131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c506fbf7-a31f-4311-afb1-5275865f18fa · outbound

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

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.546863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a414d1c-39a0-4d94-b7b5-80a25c6ad6c3 · outbound

This paper cites A survey on the applications of frontier ai, foundation models, and large language models to intelligent transportation systems.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs A survey on the applications of frontier ai, foundation models, and large language models to intelligent transportation systems

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.645001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2581d5de-67cc-4449-a7b8-f89873a4c55a · outbound

This paper cites ALFWorld: Aligning Text and Embodied Environments for Interactive Learning.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs ALFWorld: Aligning Text and Embodied Environments for Interactive Learning

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.728546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41f07098-dda3-4401-8034-59dff4d847b6 · outbound

This paper cites Drivelm: Driving with graph visual question answering.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Drivelm: Driving with graph visual question answering

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.813881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c33ff88e-6a0d-4925-a272-ceeff71401fe · outbound

This paper cites Codedance: A dynamic tool-integrated mllm for executable visual reasoning.arXiv preprint arXiv:2512.17312, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Codedance: A dynamic tool-integrated mllm for executable visual reasoning.arXiv preprint arXiv:2512.17312, 2025

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:08.905820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36dc0cea-f4ce-4c15-8b78-2988d4cbaf90 · outbound

This paper cites VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.028700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9832f600-de36-4fb3-95a5-57e903336dfe · outbound

This paper cites Mapiq: Evaluating multimodal large language models for map question answering.arXiv preprint arXiv:2507.11625, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Mapiq: Evaluating multimodal large language models for map question answering.arXiv preprint arXiv:2507.11625, 2025

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.113094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58091742-7f94-4278-8ea3-8b59a9a6534a · outbound

This paper cites Reason-rft: Reinforcement fine-tuning for visual reasoning.arXiv preprint arXiv:2503.20752, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Reason-rft: Reinforcement fine-tuning for visual reasoning.arXiv preprint arXiv:2503.20752, 2025

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.230606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d802c50-fad7-474d-9cd4-56d2b5cc4d55 · outbound

This paper cites StarDojo: Benchmarking Open-Ended Behaviors of Agentic Multimodal LLMs in Production-Living Simulations with Stardew Valley.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs StarDojo: Benchmarking Open-Ended Behaviors of Agentic Multimodal LLMs in Production-Living Simulations with Stardew Valley

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.367189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4975958-faaa-4ba6-8cec-fcc0477fcf8d · outbound

This paper cites Lumine: An open recipe for building generalist agents in 3d open worlds.arXiv preprint arXiv:2511.08892, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Lumine: An open recipe for building generalist agents in 3d open worlds.arXiv preprint arXiv:2511.08892, 2025

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.444665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0487b0e-7c7b-4da3-bd64-cf3febce441c · outbound

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

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Gemini: A Family of Highly Capable Multimodal Models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.518948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d042823-38ec-4a82-96de-2a6eeda89d5d · outbound

This paper cites Kimi-VL Technical Report.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Kimi-VL Technical Report

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.601701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea740d21-64b6-46fe-b3dd-426af8624823 · outbound

This paper cites Cartomapqa: A fundamental benchmark dataset evaluating vision-language models on cartographic map understanding.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Cartomapqa: A fundamental benchmark dataset evaluating vision-language models on cartographic map understanding

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.714549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33406bcb-2368-43aa-8241-54b92d751721 · outbound

This paper cites A comprehensive review of path planning algorithms for autonomous navigation.Results in Engineering, page 107750, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs A comprehensive review of path planning algorithms for autonomous navigation.Results in Engineering, page 107750, 2025

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.832561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1826de9c-0425-4fae-8d6a-d6c2f8aa555c · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Measuring multimodal mathematical reasoning with math-vision dataset

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:09.944398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 035edf20-8dd3-41d9-9857-dbd78fffe30b · outbound

This paper cites Multi-level symmetric semantic alignment network for image–text matching.Neurocomputing, 599:128082, 2024.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Multi-level symmetric semantic alignment network for image–text matching.Neurocomputing, 599:128082, 2024

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.073653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bf1fa6a-ae1d-4042-8c52-3df0ba6d862e · outbound

This paper cites Perception-Aware Policy Optimization for Multimodal Reasoning.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.239223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72c85b5d-f702-4d5b-8d40-e856e5f0b5be · outbound

This paper cites Game-tars: Pretrained foundation models for scalable generalist multimodal game agents.arXiv preprint arXiv:2510.23691, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Game-tars: Pretrained foundation models for scalable generalist multimodal game agents.arXiv preprint arXiv:2510.23691, 2025

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.406633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8c44219-c814-4963-8e7b-fff753666ea3 · outbound

This paper cites DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.532491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a818eba7-179f-44a7-8497-899eeaccfe8f · outbound

This paper cites A Survey of Robotic Navigation and Manipulation with Physics Simulators in the Era of Embodied AI.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs A Survey of Robotic Navigation and Manipulation with Physics Simulators in the Era of Embodied AI

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.678551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0615f639-c8fa-451f-aa91-ff21b880f49e · outbound

This paper cites SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.803404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21e896e0-9140-4511-b558-7704a73b85c7 · outbound

This paper cites V*: Guided visual search as a core mechanism in multi- modal llms.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs V*: Guided visual search as a core mechanism in multi- modal llms

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.915336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c169f84f-97ab-44c8-892c-540897c2a763 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.051278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2ac3779-6808-4d7e-9752-796e5e3bd6b3 · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.176578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cad9375-d121-48b9-8ed3-a5f7ef3dd87d · outbound

This paper cites Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.292826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2d14b2a-e6c5-4596-9bcd-7dfccb1eff87 · outbound

This paper cites Can Large Vision Language Models Read Maps Like a Human?.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Can Large Vision Language Models Read Maps Like a Human?

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.432989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cf87a76-6b03-4093-8110-adb4e5a2f468 · outbound

This paper cites Geonav: Empowering mllms with explicit geospatial reasoning abilities for language-goal aerial navigation.arXiv preprint arXiv:2504.09587, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Geonav: Empowering mllms with explicit geospatial reasoning abilities for language-goal aerial navigation.arXiv preprint arXiv:2504.09587, 2025

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.575622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38e9c3f6-cde0-4fe3-bd2b-5fc5105dc20e · outbound

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

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.584146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b6ad6f1-1988-42f0-867e-11a1b2cb2d8f · outbound

This paper cites Flame: Learning to navigate with multimodal llm in urban environments.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Flame: Learning to navigate with multimodal llm in urban environments

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.645653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 276ca3fe-559f-4c33-89e5-a01dffb70474 · outbound

This paper cites A survey of sustainable development of intelligent transportation system based on urban travel demand.Development, 2(1):2399, 2024.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs A survey of sustainable development of intelligent transportation system based on urban travel demand.Development, 2(1):2399, 2024

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.752284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a4c1508-cbfe-4c6d-bdc7-f28ea50faec0 · outbound

This paper cites Thinking in space: How multimodal large language models see, remember, and recall spaces.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Thinking in space: How multimodal large language models see, remember, and recall spaces

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:11.838420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8579d2d-49ba-4eb7-b5a9-329f5edd818a · outbound

This paper cites EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:12.003747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 543b561f-495d-4977-859b-b72bcfeaded6 · outbound

This paper cites MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:12.193820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c216e41a-b8b9-4edf-82b9-fc812a1cafb9 · outbound

This paper cites Understand- ing the repeat curse in large language models from a feature perspective.arXiv preprint arXiv:2504.14218, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Understand- ing the repeat curse in large language models from a feature perspective.arXiv preprint arXiv:2504.14218, 2025

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:12.366069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4c568c9-e89a-41c1-a8cb-cf661c034227 · outbound

This paper cites What you see is what you read? improving text-image alignment evaluation.Advances in Neural Information Processing Systems, 36:1601–1619, 2023.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs What you see is what you read? improving text-image alignment evaluation.Advances in Neural Information Processing Systems, 36:1601–1619, 2023

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:12.544586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f19d2e7b-d5e3-4403-a4dc-f0baa4491e32 · outbound

This paper cites Introducing Visual Perception Token into Multimodal Large Language Model.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Introducing Visual Perception Token into Multimodal Large Language Model

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:12.709967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df1d12bf-0b7e-4f0f-b9b6-b36b9bd33e48 · outbound

This paper cites Gsm8k-v: Can vision language models solve grade school math word problems in visual contexts.arXiv preprint arXiv:2509.25160, 2025.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Gsm8k-v: Can vision language models solve grade school math word problems in visual contexts.arXiv preprint arXiv:2509.25160, 2025

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:12.918139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c36f1bc-1a70-4b36-9e86-5f4b87a0857e · outbound

This paper cites Mmmu: A massive multi-discipline multi- modal understanding and reasoning benchmark for expert agi.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Mmmu: A massive multi-discipline multi- modal understanding and reasoning benchmark for expert agi

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:13.159131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdb6dc83-d920-42a8-8bdc-bd457d35aca7 · outbound

This paper cites Instruction-augmented multimodal alignment for image-text and element matching.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Instruction-augmented multimodal alignment for image-text and element matching

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:13.408609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86820087-3c4b-4c81-b188-6b4e368fd2f6 · outbound

This paper cites Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:13.636042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e32a0b0-e437-430c-b73f-cb9f38343f12 · outbound

This paper cites OpenMaskDINO3D : Reasoning 3D Segmentation via Large Language Model.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs OpenMaskDINO3D : Reasoning 3D Segmentation via Large Language Model

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:13.802598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19ceb54c-3958-4e88-af33-f3976542382c · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? InEuropean Conference on Computer Vision, pages 169–186.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? InEuropean Conference on Computer Vision, pages 169–186

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:13.891720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 59bb7911-6bb9-4cbc-a51f-48a6c4e5425e · inbound

LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models cites this paper.

LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:00:47.620002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 570a44d3-e969-4c5b-ad08-00d117a45101 · inbound

MapReason-OSM: Can Vision-Language Models Make Graph-Verifiable Mobility Decisions from Street Maps ? cites this paper.

MapReason-OSM: Can Vision-Language Models Make Graph-Verifiable Mobility Decisions from Street Maps ? MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-07-04T08:39:42.501661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b7641b32-c2c3-4da9-b257-69e33e6c7157 · inbound

InSight-doc: Agentic Visual Perception for Long-Document Understanding cites this paper.

InSight-doc: Agentic Visual Perception for Long-Document Understanding MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T20:43:51.464398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.