More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe | Paper Citation Record

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Reference 1

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This paper cites On the Effectiveness of Textual Prompting with Lightweight Fine-Tuning for SAM3 Remote Sensing Segmentation.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe On the Effectiveness of Textual Prompting with Lightweight Fine-Tuning for SAM3 Remote Sensing Segmentation

Reference 2

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This paper cites Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks

Reference 3

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This paper cites SAM 3: Segment Anything with Concepts.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe SAM 3: Segment Anything with Concepts

Reference 4

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Reference 5

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This paper cites In: NeurIPS (2021) 4.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: NeurIPS (2021) 4

Reference 6

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This paper cites In: Forty-second International Conference on Machine Learn- ing (2025),https://openreview.net/forum?id=dYur3yabMj4.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Forty-second International Conference on Machine Learn- ing (2025),https://openreview.net/forum?id=dYur3yabMj4

Reference 7

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This paper cites arXiv preprint arXiv:2512.17319 (2025) 7, 12, 35.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe arXiv preprint arXiv:2512.17319 (2025) 7, 12, 35

Reference 8

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

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)

Reference 9

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This paper cites EarthShift: a benchmark for measuring robustness to real-world distribution shifts in Earth observation.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe EarthShift: a benchmark for measuring robustness to real-world distribution shifts in Earth observation

Reference 10

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

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)

Reference 11

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This paper cites Ailuro et al.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Ailuro et al

Reference 12

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This paper cites In: International Con- ference on Learning Representations (2022),https://openreview.net/forum?id= nZeVKeeFYf98.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: International Con- ference on Learning Representations (2022),https://openreview.net/forum?id= nZeVKeeFYf98

Reference 13

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This paper cites In: International Conference on Learning Representations (2025) 3, 4.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: International Conference on Learning Representations (2025) 3, 4

Reference 14

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Reference 15

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Reference 16

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This paper cites Segment Anything.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Segment Anything

Reference 17

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

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 18

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This paper cites SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model

Reference 19

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This paper cites ISPRS Journal of Photogrammetry and Remote Sensing 227, 539–550 (sep 2025).https://doi.org/10.1016/j.isprsjprs.2025.06.003 2, 3, 4.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe ISPRS Journal of Photogrammetry and Remote Sensing 227, 539–550 (sep 2025).https://doi.org/10.1016/j.isprsjprs.2025.06.003 2, 3, 4

Reference 20

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Reference 21

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This paper cites In: Bouamor, H., Pino, J., Bali, K.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Bouamor, H., Pino, J., Bali, K

Reference 22

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This paper cites SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding

Reference 23

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Proceedings of the IEEE/CVF International Con- ference on Computer Vision (ICCV)

Reference 24

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This paper cites VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing

Reference 25

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This paper cites B-GRTO: Bootstrapped Group Relative Tool Optimization for Referring Segmentation.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe B-GRTO: Bootstrapped Group Relative Tool Optimization for Referring Segmentation

Reference 26

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This paper cites In: Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T., Varol, G.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T., Varol, G

Reference 27

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This paper cites UniGeoSeg: Towards Unified Open-World Segmentation for Geospatial Scenes.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe UniGeoSeg: Towards Unified Open-World Segmentation for Geospatial Scenes

Reference 28

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This paper cites IEEE Geoscience and Remote Sensing Magazine13(3), 324–337 (2025).https://doi.org/10.1109/ MGRS.2025.35602933, 4, 5.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe IEEE Geoscience and Remote Sensing Magazine13(3), 324–337 (2025).https://doi.org/10.1109/ MGRS.2025.35602933, 4, 5

Reference 29

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Reference 30

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: The Thirty- ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2026),https://openreview.net/forum?id=X7CxMmmgkb3, 4, 5

Reference 31

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe SAM 2: Segment Anything in Images and Videos

Reference 32

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing

Reference 33

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 34

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe arXiv preprint arXiv:2506.01667 (2025).https: //doi.org/10.48550/arXiv.2506.016672, 3, 4, 5

Reference 35

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: IEEE conference on Computer Vision and Pattern Recognition (2026) 3, 4, 5

Reference 36

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 37

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Reference 38

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: The Thirty- ninthAnnualConferenceonNeuralInformationProcessingSystems(2026),https: //openreview.net/forum?id=LTgUInLTbP2, 3, 4, 8, 28

Reference 39

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe arXiv preprint arXiv:2602.14201 (2026) 4

Reference 40

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Reference 41

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2026), https://openreview.net/forum?id=sQO1ZEQGqX7, 8, 28

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 43

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe IEEE Transactions on Geoscience and Remote Sensing64, 1–20 (2026).https: //doi.org/10.1109/TGRS.2026.36520997, 8, 9, 28

Reference 45

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: The Thirty-ninth Annual Conference on Neural Information ProcessingSystemsDatasetsandBenchmarksTrack(2026),https://openreview

Reference 47

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Qwen2.5 Technical Report

Reference 48

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 49

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Where am I? Cross-View Geo-localization with Natural Language Descriptions

Reference 50

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More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe RRSIS: Referring Remote Sensing Image Segmentation

Reference 51

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This paper cites ISPRS Journal of Pho- togrammetry and Remote Sensing221, 64–77 (2025).https://doi.org/https: //doi.org/10.1016/j.isprsjprs.2025.01.020,https://www.sciencedirect.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe ISPRS Journal of Pho- togrammetry and Remote Sensing221, 64–77 (2025).https://doi.org/https: //doi.org/10.1016/j.isprsjprs.2025.01.020,https://www.sciencedirect

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This paper cites In: International Conference on Learning Repre- sentations (2020),https://openreview.net/forum?id=SkeHuCVFDr8.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: International Conference on Learning Repre- sentations (2020),https://openreview.net/forum?id=SkeHuCVFDr8

Reference 53

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Observation e6317e87-31e5-48eb-a785-28163c794bdc · outbound

This paper cites IEEE Transactions on Geoscience and Remote Sensing63, 1–21 (2025).https://doi.org/10.1109/TGRS.2025.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe IEEE Transactions on Geoscience and Remote Sensing63, 1–21 (2025).https://doi.org/10.1109/TGRS.2025

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.581104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d11b0a-7eae-4f9d-89fc-d45764680f45 · outbound

This paper cites IEEE Transac- tions on Geoscience and Remote Sensing (2024) 2, 3, 4.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe IEEE Transac- tions on Geoscience and Remote Sensing (2024) 2, 3, 4

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.584948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ba6ce9-0d2b-43f1-9e4d-47a01fa09138 · outbound

This paper cites IEEE Transactions on Geoscience and Remote Sensing62, 1–20 (2024).

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe IEEE Transactions on Geoscience and Remote Sensing62, 1–20 (2024)

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.588762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10cdf4ab-45c6-4f36-b685-794ecdb0a0d3 · outbound

This paper cites ISPRS Journal of Photogrammetry and Remote Sens- ing237, 217–235 (2026).https://doi .org/https://doi.org/10.1016/ j.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe ISPRS Journal of Photogrammetry and Remote Sens- ing237, 217–235 (2026).https://doi .org/https://doi.org/10.1016/ j

Reference 57

Resolution: malformed identifier; no resolver link, observed 2026-08-01T21:55:59.592728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64684c3f-76ea-426c-95a9-7b533a77178f · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.596505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40992d97-1c6a-413b-9fc9-e55ca980147d · outbound

This paper cites In: Advances in Neural Information Processing Systems.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe In: Advances in Neural Information Processing Systems

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.601081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7be0bc73-ed97-4738-a967-b9faedf320fa · outbound

This paper cites AAAI (2025) 3, 7, 37.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe AAAI (2025) 3, 7, 37

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.605123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01de36d9-bc1e-47d6-abd7-869f6e52bdd3 · outbound

This paper cites GeoVista: Visually Grounded Active Perception for Ultra-High-Resolution Remote Sensing Understanding.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe GeoVista: Visually Grounded Active Perception for Ultra-High-Resolution Remote Sensing Understanding

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.609008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7cfe023-dd1b-4a74-bf36-041b09377b2e · outbound

This paper cites Segment the.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Segment the

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.613251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c0e651-aa2e-4ffb-9fce-c5ebdc95998c · outbound

This paper cites noun phrase.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe noun phrase

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.617517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9fd4fc1-11a4-4f7c-89e4-fc421f9e442b · outbound

This paper cites Ailuro et al.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Ailuro et al

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.621790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bcd93e1-ec56-4485-a129-4b4c574e5683 · outbound

This paper cites an unresolved cited work.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.625975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91cfb97c-baa8-461e-87aa-1667ffa1f6f9 · outbound

This paper cites Imaginary Objects.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Imaginary Objects

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.629878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b794ffcd-07e8-4160-bd31-8be1b3b99fdd · outbound

This paper cites an unresolved cited work.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.634397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2920350a-4bf7-4bb6-aa64-c43addd180b2 · outbound

This paper cites Scoring Rubric: 1 (Critical Failure): Major hallucination (imaginary objects) or completely wrong scene classification.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Scoring Rubric: 1 (Critical Failure): Major hallucination (imaginary objects) or completely wrong scene classification

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.638895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cb8c623-e3f0-4f41-ae4d-c49dc7524367 · outbound

This paper cites an unresolved cited work.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.642772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a6dc73d-a2d0-4d8c-81c2-293a1804a3ff · outbound

This paper cites More with Less: a Large Scale RS-VLM with a Simple Recipe 31.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe More with Less: a Large Scale RS-VLM with a Simple Recipe 31

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.646765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95ece7b6-3f0d-4a9a-9cb0-7bbbbfb59b1d · outbound

This paper cites an unresolved cited work.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.650518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b2bb72e-6cd7-4174-9baa-2918e3dd3b7a · outbound

This paper cites an unresolved cited work.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-01T21:55:59.654675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e648ac8-bf09-49ca-b6f9-02b7615628fb · outbound

This paper cites Scoring Rubric: 1 (Critical Failure): Incorrect answer or major hallucination; does not address the question.

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe Scoring Rubric: 1 (Critical Failure): Incorrect answer or major hallucination; does not address the question

Reference 73

Resolution: malformed identifier; no resolver link, observed 2026-08-01T21:55:59.658585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers