Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO | Paper Citation Record

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICLR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO NAACL , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV (ICCV) , month =

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Inst-Inpaint: Instructing to Remove Objects with Diffusion Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO IEEE TPAMI , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ACM MM , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Qwen2.5-VL Technical Report

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO IEEE TPAMI , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Mixtral of Experts

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO A Survey on Multimodal Large Language Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Language Models are Few-Shot Learners

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Llama 2: Open Foundation and Fine-Tuned Chat Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Hidden in plain sight: VLMs overlook their visual representations

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Proceedings of naacL-HLT , volume=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO The Llama 3 Herd of Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO GREC: Generalized Referring Expression Comprehension

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ECCV , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO The Twelfth International Conference on Learning Representations , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO DINOv2: Learning Robust Visual Features without Supervision

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO International conference on machine learning , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO GroundingGPT:Language Enhanced Multi-modal Grounding Model

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Revisiting the Role of Language Priors in Vision-Language Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Jack of All Tasks, Master of Many: Designing General-purpose Coarse-to-Fine Vision-Language Model

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year =

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO International Conference on Machine Learning , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO and Chandraker, Manmohan and Schulter, Samuel , title =

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO International Conference on Learning Representations , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , pages=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

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Observation 6128199a-7b71-4f40-9a6d-bb20744503d3 · outbound

This paper cites ICCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.506016Z

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Observation d1fdb657-769b-4452-8daa-e53a7449c566 · outbound

This paper cites ICCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.587348Z

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Observation 42fe47b7-bcbd-4b73-a990-6f618f2a6268 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO SimVG: A Simple Framework for Visual Grounding with Decoupled Multi-modal Fusion

Reference 64

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Source-reported events for the cited work

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Observation e918a8a0-21cf-441d-8386-de3a66a47df1 · outbound

This paper cites ICCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.696356Z

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Unavailable: canonical work link unavailable.

Observation 5b2f7107-8877-4c7c-b09d-2760bd61535f · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO IEEE Transactions on Neural Networks and Learning Systems , year=

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.796958Z

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Unavailable: canonical work link unavailable.

Observation 2f995822-2792-484e-b229-b66b2b7ee5eb · outbound

This paper cites CVPR , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.846808Z

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Observation 789b7f8f-5474-49a1-8040-adf2a8da5515 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Computer Vision--ECCV 2020: 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings, Part XIV 16 , year=

Reference 68

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Observation 2b9d8351-f6cb-4bfa-ad46-06b51cc636c5 · outbound

This paper cites CVPR , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.943769Z

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Unavailable: canonical work link unavailable.

Observation b146e972-ad88-406a-a57e-cccd7a5ee417 · outbound

This paper cites ICCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , year=

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:48.996309Z

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Unavailable: canonical work link unavailable.

Observation 50ee5c47-91b4-41f4-ab3d-6ad82306287b · outbound

This paper cites ECCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ECCV , year=

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.090544Z

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Observation b2752f06-ebf6-40cb-8c55-65e248847da6 · outbound

This paper cites ECCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ECCV , year=

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.173759Z

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Observation f6ab0fe7-66ff-4fd8-9345-1bcc9e81cfc6 · outbound

This paper cites ECCV , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ECCV , year=

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.247327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b14c2b70-7131-481d-b9b1-128d577edbc8 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Unresolved cited work

Reference 74

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Unavailable: canonical work link unavailable.

Observation 5e81a281-f2ee-4a2d-97f7-6d558b88d963 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO International Journal of Computer Vision , pages=

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.386028Z

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Observation f7c6ab9d-4569-4a83-b32e-3937f2593496 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO EMNLP , year=

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.467981Z

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Observation cf85860c-9f46-493f-af58-ca5479b998c4 · outbound

This paper cites EMNLP , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO EMNLP , year=

Reference 77

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Observation 99e3497f-77f9-444b-aef5-2e9c1ed7165c · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.623862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19e2d1e3-e960-4f2f-82ea-572ad79598dc · outbound

This paper cites EMNLP , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO EMNLP , year=

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.693658Z

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Unavailable: canonical work link unavailable.

Observation e00b0040-17d9-45a0-89e0-59cb02c727ff · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective

Reference 80

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Unavailable: canonical work link unavailable.

Observation 13f7ecea-ebf8-4ea3-9ac3-09c5daf3f331 · outbound

This paper cites CVPR , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.823878Z

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Unavailable: canonical work link unavailable.

Observation 9e198d33-967d-44f5-bcb1-f9cfadaaffc1 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ACL , year=

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.872699Z

Source-reported events for the cited work

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Observation 5f40a917-37e9-4162-b9fa-4822597ae4c3 · outbound

This paper cites EMNLP , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO EMNLP , year=

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:49.930016Z

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Observation 36b77f08-6cda-4292-9708-c13b4cbbfd98 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO The Eleventh International Conference on Learning Representations , year=

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:50.001211Z

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Observation 8f633b1a-e597-4cf6-805b-e94b67243bc4 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Unresolved cited work

Reference 85

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Observation 365ecd6a-bb0e-43da-a6b9-009c76d17a76 · outbound

This paper cites CVPR , year =.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year =

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:58.515557Z

Source-reported events for the cited work

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Observation b9f418e5-c3db-46d0-ac00-ae85abe3bc51 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Findings of the Association for Computational Linguistics: ACL 2024 , year=

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:58.382962Z

Source-reported events for the cited work

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Observation b21fc536-2a01-4408-a091-ed3c0b428f8d · outbound

This paper cites COCO-Counterfactuals: Automatically Constructed Counterfactual Examples for Image-Text Pairs , url =.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO COCO-Counterfactuals: Automatically Constructed Counterfactual Examples for Image-Text Pairs , url =

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:58.274276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c5f835b9-a579-4434-bb92-bb0e2de903a8 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:50.379910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbd489d0-440b-4671-9603-495fa2abd265 · outbound

This paper cites ICCV , pages=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO ICCV , pages=

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:58.193016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 64bf5e7b-3120-44db-91dc-794e5ae906d2 · outbound

This paper cites NeurIPS , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO NeurIPS , year=

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:58.102170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 83effe40-e825-4d76-b2c3-5952c5ce6d4a · outbound

This paper cites HallE-Control: Controlling Object Hallucination in Large Multimodal Models.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO HallE-Control: Controlling Object Hallucination in Large Multimodal Models

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:50.611346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7204fdd4-32de-4db4-8098-d73607514d8e · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:50.683795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18c1e51c-2577-4298-a202-b5942674f1af · outbound

This paper cites CVPR , pages=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , pages=

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:58.019227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6bc8dabe-e4c7-4ca6-b8e7-7f81ec05285d · outbound

This paper cites CVPR , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:57.938610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5b2df7ce-1aee-454d-815e-c7e7c0afaf7a · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:50.907790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c7094be-e0bb-4990-8d89-d2fc907112a1 · outbound

This paper cites CVPR , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO CVPR , year=

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:57.843348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 323a4ecf-4209-4e4b-9f22-6e9e736782f2 · outbound

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Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO AAAI , year=

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:57.714993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a30e9af7-4118-4336-9b1c-f1198cbbd6fc · outbound

This paper cites AAAI , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO AAAI , year=

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:57.553011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f9cc50f8-a3ef-4ab9-b861-1713b79c222a · outbound

This paper cites AAAI , year=.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO AAAI , year=

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:44:57.431950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Outbound references

Pith citing papers