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arxiv: 2507.06261 · v6 · submitted 2025-07-07 · 💻 cs.CL · cs.AI

Recognition: unknown

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Gheorghe Comanici , Eric Bieber , Mike Schaekermann , Ice Pasupat , Noveen Sachdeva , Inderjit Dhillon , Marcel Blistein , Ori Ram
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Dan Zhang Evan Rosen Luke Marris Sam Petulla Colin Gaffney Asaf Aharoni Nathan Lintz Tiago Cardal Pais Henrik Jacobsson Idan Szpektor Nan-Jiang Jiang Krishna Haridasan Ahmed Omran Nikunj Saunshi Dara Bahri Gaurav Mishra Eric Chu Toby Boyd Brad Hekman Aaron Parisi Chaoyi Zhang Kornraphop Kawintiranon Tania Bedrax-Weiss Oliver Wang Ya Xu Ollie Purkiss Uri Mendlovic Ila\"i Deutel Nam Nguyen Adam Langley Flip Korn Lucia Rossazza Alexandre Ram\'e Sagar Waghmare Helen Miller Nathan Byrd Ashrith Sheshan Raia Hadsell Sangnie Bhardwaj Pawel Janus Tero Rissa Dan Horgan Alvin Abdagic Lior Belenki James Allingham Anima Singh Theo Guidroz Srivatsan Srinivasan Herman Schmit Kristen Chiafullo Andre Elisseeff Nilpa Jha Prateek Kolhar Leonard Berrada Frank Ding Xiance Si Shrestha Basu Mallick Franz Och Sofia Erell Eric Ni Tejasi Latkar Sherry Yang Petar Sirkovic Ziqiang Feng Robert Leland Rachel Hornung Gang Wu Charles Blundell Hamidreza Alvari Po-Sen Huang Cathy Yip Sanja Deur Li Liu Gabriela Surita Pablo Duque Dima Damen Johnson Jia Arthur Guez Markus Mircea Animesh Sinha Alberto Magni Pawe{\l} Stradomski Tal Marian Vlado Gali\'c Wenhu Chen Hisham Husain Achintya Singhal Dominik Grewe Fran\c{c}ois-Xavier Aubet Shuang Song Lorenzo Blanco Leland Rechis Lewis Ho Rich Munoz Kelvin Zheng Jessica Hamrick Kevin Mather Hagai Taitelbaum Eliza Rutherford Yun Lei Kuangyuan Chen Anand Shukla Erica Moreira Eric Doi Berivan Isik Nir Shabat Dominika Rogozi\'nska Kashyap Kolipaka Jason Chang Eugen Vu\v{s}ak Srinivasan Venkatachary Shadi Noghabi Tarun Bharti Younghoon Jun Aleksandr Zaks Simon Green Jeshwanth Challagundla William Wong Muqthar Mohammad Dean Hirsch Yong Cheng Iftekhar Naim Lev Proleev Damien Vincent Aayush Singh Maxim Krikun Dilip Krishnan Zoubin Ghahramani Aviel Atias Rajeev Aggarwal Christo Kirov Dimitrios Vytiniotis Christy Koh Alexandra Chronopoulou Pawan Dogra Vlad-Doru Ion Gladys Tyen Jason Lee Felix Weissenberger Trevor Strohman Ashwin Balakrishna Jack Rae Marko Velic Raoul de Liedekerke Oded Elyada Wentao Yuan Canoee Liu Lior Shani Sergey Kishchenko Bea Alessio Yandong Li Richard Song Sam Kwei Orion Jankowski Aneesh Pappu Youhei Namiki Yenai Ma Nilesh Tripuraneni Colin Cherry Marissa Ikonomidis Yu-Cheng Ling Colin Ji Beka Westberg Auriel Wright Da Yu David Parkinson Swaroop Ramaswamy Jerome Connor Soheil Hassas Yeganeh Snchit Grover George Kenwright Lubo Litchev Chris Apps Alex Tomala Felix Halim Alex Castro-Ros Zefei Li Anudhyan Boral Pauline Sho Michal Yarom Eric Malmi David Klinghoffer Rebecca Lin Alan Ansell Pradeep Kumar S Shubin Zhao Siqi Zuo Adam Santoro Heng-Tze Cheng Solomon Demmessie Yuchi Liu Nicole Brichtova Allie Culp Nathaniel Braun Dan Graur Will Ng Nikhil Mehta Aaron Phillips Patrik Sundberg Varun Godbole Fangyu Liu Yash Katariya David Rim Mojtaba Seyedhosseini Sean Ammirati Jonas Valfridsson Mahan Malihi Timothy Knight Andeep Toor Thomas Lampe Abe Ittycheriah Lewis Chiang Chak Yeung Alexandre Fr\'echette Jinmeng Rao Huisheng Wang Himanshu Srivastava Richard Zhang Rocky Rhodes Ariel Brand Dean Weesner Ilya Figotin Felix Gimeno Rachana Fellinger Pierre Marcenac Jos\'e Leal Eyal Marcus Victor Cotruta Rodrigo Cabrera Sheryl Luo Dan Garrette Vera Axelrod Sorin Baltateanu David Barker Dongkai Chen Horia Toma Ben Ingram Jason Riesa Chinmay Kulkarni Yujing Zhang Hongbin Liu Chao Wang Martin Polacek Will Wu Kai Hui Adrian N Reyes Yi Su Megan Barnes Ishaan Malhi Anfal Siddiqui Qixuan Feng Mihai Damaschin Daniele Pighin Andreas Steiner Samuel Yang Ramya Sree Boppana Simeon Ivanov Arun Kandoor Aditya Shah Asier Mujika Da Huang Christopher A. 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Newlan Bo Li Vinay Ramasesh Ying Xu Alex Chen Sudeep Gandhe Radu Soricut Nikita Gupta Shuguang Hu Seliem El-Sayed Xavier Garcia Idan Brusilovsky Pu-Chin Chen Andrew Bolt Lu Huang Alex Gurney Zhiying Zhang Alexander Pritzel Jarek Wilkiewicz Bryan Seybold Bhargav Kanagal Shamanna Felix Fischer Josef Dean Karan Gill Ross Mcilroy Abhishek Bhowmick Jeremy Selier Antoine Yang Derek Cheng Vladimir Magay Jie Tan Dhriti Varma Christian Walder Tomas Kocisky Ryo Nakashima Paul Natsev Mike Kwong Ionel Gog Chiyuan Zhang Sander Dieleman Thomas Jimma Andrey Ryabtsev Siddhartha Brahma David Steiner Dayou Du Ante \v{Z}u\v{z}ul Mislav \v{Z}ani\'c Mukund Raghavachari Willi Gierke Zeyu Zheng Dessie Petrova Yann Dauphin Yuchuan Liu Ido Kessler Steven Hand Chris Duvarney Seokhwan Kim Hyo Lee L\'eonard Hussenot Jeffrey Hui Josh Smith Deepali Jain Jiawei Xia Gaurav Singh Tomar Keyvan Amiri Du Phan Fabian Fuchs Tobias Weyand Nenad Tomasev Alexandra Cordell Xin Liu Jonathan Mallinson Pankaj Joshi Andy Crawford 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classification 💻 cs.CL cs.AI
keywords geminimodelreasoningflashagenticfrontiercapabilitiescoding
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In this report, we introduce the Gemini 2.X model family: Gemini 2.5 Pro and Gemini 2.5 Flash, as well as our earlier Gemini 2.0 Flash and Flash-Lite models. Gemini 2.5 Pro is our most capable model yet, achieving SoTA performance on frontier coding and reasoning benchmarks. In addition to its incredible coding and reasoning skills, Gemini 2.5 Pro is a thinking model that excels at multimodal understanding and it is now able to process up to 3 hours of video content. Its unique combination of long context, multimodal and reasoning capabilities can be combined to unlock new agentic workflows. Gemini 2.5 Flash provides excellent reasoning abilities at a fraction of the compute and latency requirements and Gemini 2.0 Flash and Flash-Lite provide high performance at low latency and cost. Taken together, the Gemini 2.X model generation spans the full Pareto frontier of model capability vs cost, allowing users to explore the boundaries of what is possible with complex agentic problem solving.

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  4. Omni-DeepSearch: A Benchmark for Audio-Driven Omni-Modal Deep Search

    cs.SD 2026-05 unverdicted novelty 8.0

    Omni-DeepSearch is a 640-sample benchmark for audio-driven omni-modal search where the best model reaches only 43.44% accuracy, exposing bottlenecks in audio inference, tool use, and cross-modal reasoning.

  5. TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos

    cs.CV 2026-05 unverdicted novelty 8.0

    TraceAV-Bench is the first benchmark for multi-hop trajectory reasoning over long audio-visual videos, showing top models reach only 51-68% accuracy with substantial room for improvement.

  6. S1-VL: Scientific Multimodal Reasoning Model with Thinking-with-Images

    cs.CV 2026-04 unverdicted novelty 8.0

    S1-VL combines structured scientific reasoning with iterative image manipulation via code execution to reach state-of-the-art results on visual and scientific reasoning benchmarks.

  7. Lost in Translation: Do LVLM Judges Generalize Across Languages?

    cs.CL 2026-04 unverdicted novelty 8.0

    MM-JudgeBench shows substantial cross-lingual performance variance in 22 LVLM judges, with model size and architecture as poor predictors of multilingual robustness.

  8. HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

    cs.SD 2026-04 unverdicted novelty 8.0

    HalluAudio is the first large-scale benchmark spanning speech, environmental sound, and music that uses human-verified QA pairs, adversarial prompts, and mixed-audio tests to measure hallucinations in large audio-lang...

  9. When Text Hijacks Vision: Benchmarking and Mitigating Text Overlay-Induced Hallucination in Vision Language Models

    cs.CV 2026-04 unverdicted novelty 8.0

    VLMs hallucinate by prioritizing contradictory on-screen text over visual content, addressed via the VisualTextTrap benchmark with 6,057 human-validated samples and the VTHM-MoE dual-encoder framework using dimension-...

  10. Narrative over Numbers: The Identifiable Victim Effect and its Amplification Under Alignment and Reasoning in Large Language Models

    cs.CL 2026-04 conditional novelty 8.0

    Large language models display the identifiable victim effect at roughly twice the human baseline, strongly amplified by instruction tuning and chain-of-thought prompting but inverted by reasoning-specialized models.

  11. MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark

    cs.CV 2026-04 unverdicted novelty 8.0

    MMRareBench provides 1,756 QA pairs and 7,958 images from PMC rare-disease cases to evaluate 23 MLLMs, revealing low treatment-planning scores and medical models underperforming general models on multi-image tasks due...

  12. MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark

    cs.CV 2026-04 unverdicted novelty 8.0

    MMRareBench is the first rare-disease benchmark for multimodal and multi-image clinical evaluation of MLLMs, revealing fragmented capabilities, low treatment-planning scores, and medical models underperforming general...

  13. HM-Bench: A Comprehensive Benchmark for Multimodal Large Language Models in Hyperspectral Remote Sensing

    cs.CV 2026-04 accept novelty 8.0

    HM-Bench is the first benchmark for MLLMs on hyperspectral images, showing models struggle with complex spatial-spectral reasoning and perform better with visual PCA images than textual reports.

  14. DialBGM: A Benchmark for Background Music Recommendation from Everyday Multi-Turn Dialogues

    cs.AI 2026-04 unverdicted novelty 8.0

    DialBGM is a new benchmark dataset revealing that existing AI models fall far short of human performance when recommending fitting background music for open-domain conversations.

  15. V2X-QA: A Comprehensive Reasoning Dataset and Benchmark for Multimodal Large Language Models in Autonomous Driving Across Ego, Infrastructure, and Cooperative Views

    cs.RO 2026-04 conditional novelty 8.0

    V2X-QA provides a view-decoupled benchmark showing infrastructure views aid macroscopic traffic understanding while cooperative reasoning requires explicit cross-view alignment, with V2X-MoE as a routing-based baselin...

  16. ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both

    cs.CV 2026-05 unverdicted novelty 7.0

    ATLAS uses a single functional token to unify agentic and latent visual reasoning without image generation or external execution.

  17. EntityBench: Towards Entity-Consistent Long-Range Multi-Shot Video Generation

    cs.CV 2026-05 conditional novelty 7.0

    EntityBench is a new benchmark with detailed per-shot entity schedules from real media, and the EntityMem baseline using persistent per-entity memory achieves the highest character fidelity with Cohen's d of +2.33.

  18. MeMo: Memory as a Model

    cs.CL 2026-05 unverdicted novelty 7.0

    MeMo encodes new knowledge into a separate memory model for frozen LLMs, achieving strong performance on BrowseComp-Plus, NarrativeQA, and MuSiQue while capturing cross-document relationships and remaining robust to r...

  19. MultiEmo-Bench: Multi-label Visual Emotion Analysis for Multi-modal Large Language Models

    cs.CV 2026-05 conditional novelty 7.0

    MultiEmo-Bench supplies 10,344 images with aggregated multi-label emotion votes from 20 annotators each to evaluate MLLMs on dominant emotion and full distribution prediction.

  20. RxEval: A Prescription-Level Benchmark for Evaluating LLM Medication Recommendation

    cs.LG 2026-05 unverdicted novelty 7.0

    RxEval benchmark shows frontier LLMs reach at most 46.10% exact match on prescription-level medication, dose, and route selection from real patient trajectories.

  21. ClawForge: Generating Executable Interactive Benchmarks for Command-Line Agents

    cs.AI 2026-05 conditional novelty 7.0

    ClawForge supplies a generator that turns scenario templates into reproducible command-line tasks testing state conflict handling, where the strongest frontier model scores only 45.3 percent strict accuracy.

  22. ReTool-Video: Recursive Tool-Using Video Agents with Meta-Augmented Tool Grounding

    cs.CV 2026-05 unverdicted novelty 7.0

    ReTool-Video uses a 134-tool meta-augmented library and recursive grounding to translate abstract video intents into fine-grained multimodal operations, outperforming baselines on MVBench, MLVU, and Video-MME.

  23. LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving

    cs.IR 2026-05 conditional novelty 7.0

    LeanSearch v2 recovers 46.1% of ground-truth premise groups for research-level Lean 4 theorems within 10 candidates and raises fixed-loop proof success to 20%.

  24. LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving

    cs.IR 2026-05 conditional novelty 7.0

    LeanSearch v2 recovers 46.1% of ground-truth premise groups on research-level Mathlib theorems and raises fixed-loop proof success from 4% to 20% via embedding-reranker plus iterative sketch-retrieve-reflect retrieval.

  25. AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation

    cs.SE 2026-05 conditional novelty 7.0

    10.7% of passing SWE-agent trajectories are Lucky Passes with chaotic behaviors, and a quality score based on process references changes model rankings across eight backends.

  26. CommonWhy: A Dataset for Evaluating Entity-Based Causal Commonsense Reasoning in Large Language Models

    cs.CL 2026-05 unverdicted novelty 7.0

    CommonWhy is a new dataset of 15,000 why-questions for evaluating LLMs on entity-based causal commonsense reasoning grounded in Wikidata.

  27. From Web to Pixels: Bringing Agentic Search into Visual Perception

    cs.CV 2026-05 unverdicted novelty 7.0

    WebEye benchmark and Pixel-Searcher agent enable visual perception tasks by using web search to resolve object identities before precise localization or answering.

  28. CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives

    cs.CV 2026-05 unverdicted novelty 7.0

    CausalCine enables real-time causal autoregressive multi-shot video generation via multi-shot training, content-aware memory routing for coherence, and distillation to few-step inference.

  29. Formalize, Don't Optimize: The Heuristic Trap in LLM-Generated Combinatorial Solvers

    cs.AI 2026-05 unverdicted novelty 7.0

    LLM-generated combinatorial solvers achieve highest correctness when the model formalizes problems for verified backends rather than attempting to optimize search, which often causes regressions.

  30. Towards Automated Air Traffic Safety Assessment Around Non-Towered Airports Using Large Language Models

    cs.AI 2026-05 unverdicted novelty 7.0

    Large language models achieve macro F1 scores above 0.85 on binary nominal-versus-danger classification from CTAF radio transcripts and METAR weather data using a new synthetic dataset with a 12-category hazard taxonomy.

  31. VIP: Visual-guided Prompt Evolution for Efficient Dense Vision-Language Inference

    cs.CV 2026-05 unverdicted novelty 7.0

    VIP evolves text prompts using visual cues and saliency-aware aggregation inside dino.txt to deliver 1.4-8.4% higher mIoU on dense vision-language tasks with low overhead.

  32. Images in Sentences: Scaling Interleaved Instructions for Unified Visual Generation

    cs.CV 2026-05 unverdicted novelty 7.0

    INSET embeds images as native tokens in interleaved instructions, outperforming prior methods on multi-image consistency and text alignment as complexity grows.

  33. UHR-Micro: Diagnosing and Mitigating the Resolution Illusion in Earth Observation VLMs

    cs.CV 2026-05 unverdicted novelty 7.0

    VLMs show a resolution illusion on UHR Earth observation imagery where higher resolution does not improve micro-target perception; UHR-Micro benchmark and MAP-Agent address this via evidence-centered active inspection.

  34. Combining On-Policy Optimization and Distillation for Long-Context Reasoning in Large Language Models

    cs.CL 2026-05 unverdicted novelty 7.0

    dGRPO merges outcome-based policy optimization with dense teacher guidance from on-policy distillation, yielding more stable long-context reasoning on the new LongBlocks synthetic dataset.

  35. Chronicles-OCR: A Cross-Temporal Perception Benchmark for the Evolutionary Trajectory of Chinese Characters

    cs.CV 2026-05 unverdicted novelty 7.0

    Chronicles-OCR is the first benchmark with 2,800 images across the complete evolutionary trajectory of Chinese characters, defining four tasks to evaluate VLLMs' cross-temporal visual perception.

  36. CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating

    cs.CV 2026-05 unverdicted novelty 7.0

    CaC is a hierarchical spatiotemporal concentrating reward model for video anomalies that reports 25.7% accuracy gains on fine-grained benchmarks and 11.7% anomaly reduction in generated videos via a new dataset and GR...

  37. AutoLLMResearch: Training Research Agents for Automating LLM Experiment Configuration -- Learning from Cheap, Optimizing Expensive

    cs.AI 2026-05 unverdicted novelty 7.0

    AutoLLMResearch trains agents via a multi-fidelity environment and MDP pipeline to extrapolate configuration principles from inexpensive to costly LLM experiments.

  38. FlowSteer: Prompt-Only Workflow Steering Exposes Planning-Time Vulnerabilities in Multi-Agent LLM Systems

    cs.CR 2026-05 unverdicted novelty 7.0

    FlowSteer is a prompt-only attack that biases multi-agent LLM workflow planning to propagate malicious signals, raising success rates by up to 55%, with FlowGuard as an input-side defense reducing it by up to 34%.

  39. Breaking $\textit{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning

    cs.AI 2026-05 unverdicted novelty 7.0

    GCPO shifts RLVR from rollout competition to team cooperation by assigning advantages via marginal contributions to a determinant-based coverage volume over semantic embeddings, yielding higher accuracy and solution d...

  40. 3D-Belief: Embodied Belief Inference via Generative 3D World Modeling

    cs.CV 2026-05 unverdicted novelty 7.0

    3D-Belief maintains and updates explicit 3D beliefs about partially observed environments to enable multi-hypothesis imagination and improved performance on embodied tasks.

  41. Do Vision-Language-Models show human-like logical problem-solving capability in point and click puzzle games?

    cs.AI 2026-05 unverdicted novelty 7.0

    VLATIM benchmark reveals large VLMs excel at high-level planning in physics puzzles but struggle with precise visual grounding and mouse control, so they lack human-like problem-solving capabilities.

  42. Count Anything at Any Granularity

    cs.CV 2026-05 unverdicted novelty 7.0

    Multi-grained counting is introduced with five granularity levels, supported by the new KubriCount dataset generated via 3D synthesis and editing, and HieraCount model that combines text and visual exemplars for impro...

  43. Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents

    cs.CL 2026-05 unverdicted novelty 7.0

    A new image-bank harness and closed-loop on-policy data evolution method raises multimodal agent performance on visual search benchmarks from 24.9% to 39.0% for an 8B model and from 30.6% to 41.5% for a 30B model.

  44. MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image

    cs.LG 2026-05 unverdicted novelty 7.0

    MulTaBench is a new collection of 40 image-tabular and text-tabular datasets designed to test target-aware representation tuning in multimodal tabular models.

  45. Omni-Persona: Systematic Benchmarking and Improving Omnimodal Personalization

    cs.CV 2026-05 unverdicted novelty 7.0

    Omni-Persona benchmark with 18 tasks shows open-source models have audio-visual grounding gaps, RLVR narrows them but leads to conservative outputs, and scale or recall alone fail as diagnostics.

  46. TRACER: Verifiable Generative Provenance for Multimodal Tool-Using Agents

    cs.CL 2026-05 unverdicted novelty 7.0

    TRACER attaches verifiable sentence-level provenance records to multimodal agent outputs using tool-turn alignment and semantic relations, yielding 78.23% answer accuracy and fewer tool calls than baselines on TRACE-Bench.

  47. The Cartesian Shortcut: Re-evaluate Vision Reasoning in Polar Coordinate Space

    cs.CV 2026-05 unverdicted novelty 7.0

    MLLMs scoring 70-83% on Cartesian visual tasks drop to 31-39% on logically equivalent polar versions, exposing reliance on grid discretization shortcuts instead of topology-invariant reasoning.

  48. EpiGraph: Building Generalists for Evidence-Intensive Epilepsy Reasoning in the Wild

    cs.AI 2026-05 conditional novelty 7.0

    EpiGraph creates a heterogeneous epilepsy knowledge graph that boosts LLM performance on clinical reasoning tasks by 30-41% in pharmacogenomics when used with Graph-RAG.

  49. EpiGraph: Building Generalists for Evidence-Intensive Epilepsy Reasoning in the Wild

    cs.AI 2026-05 unverdicted novelty 7.0

    EpiGraph is a new epilepsy knowledge graph with 24,324 entities and 32,009 triplets that improves LLM performance on clinical tasks by up to 41% when used in Graph-RAG.

  50. Generating Complex Code Analyzers from Natural Language Questions

    cs.SE 2026-05 unverdicted novelty 7.0

    Merlin generates CodeQL queries from natural language questions via RAG-based iteration and a self-test technique using assistive queries, achieving 3.8x higher task accuracy and 31% less completion time in user studi...

  51. LEAF-SQL: Level-wise Exploration with Adaptive Fine-graining for Text-to-SQL Skeleton Prediction

    cs.CL 2026-05 unverdicted novelty 7.0

    LEAF-SQL uses level-wise exploration with adaptive fine-graining and dual agents to generate diverse SQL skeletons, reaching 71.6% execution accuracy on the BIRD benchmark and outperforming prior search- and skeleton-...

  52. The Extrapolation Cliff in On-Policy Distillation of Near-Deterministic Structured Outputs

    cs.LG 2026-05 unverdicted novelty 7.0

    On-policy distillation has an extrapolation cliff at closed-form lambda*(p,b,c) set by teacher modal probability, warm-start mass, and clip strength, past which training shifts from format-preserving to format-collapsing.

  53. CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models

    cs.CV 2026-05 unverdicted novelty 7.0

    CollabVR improves video reasoning performance by coupling vision-language models and video generation models in a closed-loop step-level collaboration that detects and repairs generation failures.

  54. LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversight

    cs.LG 2026-05 unverdicted novelty 7.0

    A secondary warden LLM halves the success rate of hidden-goal adversarial LLMs in steering user decisions while causing only minor interference with genuine interactions.

  55. Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance

    cs.CL 2026-05 unverdicted novelty 7.0

    Think-with-Rubrics has LLMs generate rubrics internally before responding, outperforming external rubric-as-reward baselines by 3.87 points on average across benchmarks.

  56. EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement

    cs.CV 2026-05 unverdicted novelty 7.0

    EditRefiner uses a perception-reasoning-action-evaluation agent loop and the EditFHF-15K human feedback dataset to refine text-guided image edits more accurately than prior methods.

  57. ChartREG++: Towards Benchmarking and Improving Chart Referring Expression Grounding under Diverse referring clues and Multi-Target Referring

    cs.CV 2026-05 unverdicted novelty 7.0

    ChartREG++ creates a new multi-target chart grounding benchmark with diverse cues and a code-driven synthesis pipeline for accurate masks, yielding a model that outperforms baselines and generalizes to real ChartQA charts.

  58. Mitigating Many-shot Jailbreak Attacks with One Single Demonstration

    cs.CR 2026-05 conditional novelty 7.0

    A single safety demonstration appended at inference time mitigates many-shot jailbreak attacks by counteracting implicit malicious fine-tuning on harmful examples.

  59. Qwen3-VL-Seg: Unlocking Open-World Referring Segmentation with Vision-Language Grounding

    cs.CV 2026-05 unverdicted novelty 7.0

    Qwen3-VL-Seg decodes MLLM bounding boxes into pixel-level referring segmentation via a lightweight box-guided mask decoder, new SA1B-ORS training data, and ORS-Bench evaluation, showing strong open-world performance.

  60. Do Joint Audio-Video Generation Models Understand Physics?

    cs.SD 2026-05 unverdicted novelty 7.0

    Current joint audio-video generation models lack robust physical commonsense, especially during transitions and when prompted for impossible behaviors.