Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T20:18:59.692988Z
Paper Citation Record · LEDGER
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
As of 20 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 17 inbound Pith citation observations for arXiv:2508.13186.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:04:19.955184Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-10T12:15:01.137692Z
Reference resolution
55 of 55 outbound references displayed
- verified exact1
- verified fuzzy24
- unresolved30
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c2260c22-16f8-464c-8c5e-dd2b48c0cdb8 · outbound
This paper cites Qwen2.5-VL Technical Report.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Qwen2.5-VL Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:52.178365Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e50ed77-ef65-4b12-a17c-d1061f95e96f · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:52.262125Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e8ba05a-64a0-4145-ad7b-3111070f3929 · outbound
This paper cites Deepresearch bench: A comprehensive benchmark for deep research agents.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Deepresearch bench: A comprehensive benchmark for deep research agents
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:06.999286Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5ba2930b-e602-49d7-9146-a92bcd5e1224 · outbound
This paper cites Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:06.829215Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 980e99a2-4868-4577-a606-dec42c95370c · outbound
This paper cites Gaia benchmark: Results public dataset, 2025.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Gaia benchmark: Results public dataset, 2025
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:06.549216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2e70f5e7-7a54-40c2-919c-0a7e20d36870 · outbound
This paper cites Gemini Deep Research.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Gemini Deep Research
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:06.408320Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9fd53ec8-55cf-45e1-bed8-e8bbef5a76c7 · outbound
This paper cites Gemini 2.5.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Gemini 2.5
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:06.285802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1e3bf27e-0fd2-4775-ba3d-c37494eceeb3 · outbound
This paper cites an unresolved cited work.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T20:19:06.059515Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9db7f7ba-07db-43c4-9398-71191a188618 · outbound
This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:53.119930Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a36b098-1b49-43af-8da3-d64eeb305081 · outbound
This paper cites Owl: Optimized workforce learning for general multi-agent assistance in real-world task automation.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Owl: Optimized workforce learning for general multi-agent assistance in real-world task automation
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:05.806827Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b22afdd6-2d01-456c-a6e0-9273d4e4068c · outbound
This paper cites GPT-4o System Card.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents GPT-4o System Card
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:53.300540Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48d06288-8d2f-4cc0-b863-2d85b7944321 · outbound
This paper cites MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:53.545779Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91067c32-3e30-42e4-ab33-d265c44b0950 · outbound
This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:53.678366Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b43a62b-5a18-4696-8cac-f3432010874d · outbound
This paper cites Referitgame: Referring to objects in photographs of natural scenes.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Referitgame: Referring to objects in photographs of natural scenes
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:05.566008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b657d496-2232-434e-a6dd-8ad450646490 · outbound
This paper cites LLaVA-OneVision: Easy Visual Task Transfer.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents LLaVA-OneVision: Easy Visual Task Transfer
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:53.961684Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26a51221-4347-4ac5-88fe-8b51366e9d8b · outbound
This paper cites SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:54.074131Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47559cc3-1215-4f34-ac03-5d1916af0066 · outbound
This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents WebSailor: Navigating Super-human Reasoning for Web Agent
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:54.365562Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e0fe0ed-8d56-4ed1-b771-f3d637093846 · outbound
This paper cites GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:54.512884Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff170901-0152-437e-83e6-f05db41890b8 · outbound
This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Search-o1: Agentic Search-Enhanced Large Reasoning Models
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:54.670109Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 701e583d-73bb-48cf-91f2-fe35ab599e05 · outbound
This paper cites DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T20:19:00.281226Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e8ff93a8-1712-44d8-96b0-e1e6770e55dc · outbound
This paper cites Mmbench: Is your multi-modal model an all-around player? In European conference on computer vision, pages 216--233.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Mmbench: Is your multi-modal model an all-around player? In European conference on computer vision, pages 216--233
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:05.321742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6ee1cf06-04b4-4a20-9ce8-0a0c47c1633a · outbound
This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:55.001509Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43ca75dc-0843-4d8f-86ae-2e923ea510fd · outbound
This paper cites ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:55.099600Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a88fb56-988b-4e6e-ac07-cdb7820737d8 · outbound
This paper cites Docvqa: A dataset for vqa on document images.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Docvqa: A dataset for vqa on document images
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:05.036681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 716518fc-6e9b-404a-9976-484cfa8746a2 · outbound
This paper cites Infographicvqa.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Infographicvqa
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:55.347792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7c3e2c4-ce84-4bbc-aed6-737c9031f4a6 · outbound
This paper cites Llama 4 Herd.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Llama 4 Herd
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:04.820616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 62a04ec3-a64a-444e-8858-90d99fb2b72a · outbound
This paper cites Gaia: a benchmark for general ai assistants.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Gaia: a benchmark for general ai assistants
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:55.620908Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 130af66e-cac6-4b2d-bf13-fdc1f1deea5e · outbound
This paper cites Microsoft Copilot.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Microsoft Copilot
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:04.567835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3e5d107c-3999-4f69-9ceb-8d3e802bbe91 · outbound
This paper cites WebGPT: Browser-assisted question-answering with human feedback.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents WebGPT: Browser-assisted question-answering with human feedback
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:55.993286Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbbd6bc4-813c-4bc0-bedc-b90fc1c77007 · outbound
This paper cites Gpt-4o mini: advancing cost-efficient intelligence.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Gpt-4o mini: advancing cost-efficient intelligence
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:04.278759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 573a8663-75a4-4add-a630-b97470d60b22 · outbound
This paper cites an unresolved cited work.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T20:19:04.032453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8b7c6f4a-def0-450a-9bd7-176c2040c44a · outbound
This paper cites Introducing deep research.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Introducing deep research
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:03.667177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 85dbd799-a76d-441d-8898-668a038f568e · outbound
This paper cites Introducing openai o3 and o4-mini.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Introducing openai o3 and o4-mini
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:03.353056Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cb0ef2da-5c1e-4578-be05-077e9497a513 · outbound
This paper cites Introducing gpt-4.1 in the api.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Introducing gpt-4.1 in the api
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:03.029226Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d573d668-9369-4da7-b628-5b26ad2730ce · outbound
This paper cites Training powerful llm agents with end-to-end reinforcement learning, 2025.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Training powerful llm agents with end-to-end reinforcement learning, 2025
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:56.950277Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9453e73-4b7d-4867-9ddf-764b0cfd5338 · outbound
This paper cites Introducing perplexity deep research.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Introducing perplexity deep research
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:02.794314Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 09f53ad0-7f78-4d69-a1a6-2e930e0a1bbf · outbound
This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Qwq-32b: Embracing the power of reinforcement learning, March 2025
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:02.505255Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ac9c6cd1-2543-42f0-9bf1-5102c3330527 · outbound
This paper cites Hal: Gaia leaderboard, 2025.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Hal: Gaia leaderboard, 2025
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:02.330575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 95a63a2e-fdea-4aa9-acf2-33a40543bd8e · outbound
This paper cites Humanity's last exam leaderboard, 2025.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Humanity's last exam leaderboard, 2025
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:02.110436Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 59ab65c4-816a-4034-8bd3-f84843dc02e6 · outbound
This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:57.605443Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 842b6078-8765-4205-bc5c-d899be24ff4f · outbound
This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:57.792273Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95ab613e-59a0-4a92-a81f-b2e2b37fc1fa · outbound
This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Measuring multimodal mathematical reasoning with math-vision dataset
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:57.917652Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b9cabd8-ade0-4f3d-860f-c9e3128ad341 · outbound
This paper cites ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:58.053520Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cc5c784-86cf-42bb-8fe8-8a4622da8dc3 · outbound
This paper cites Measuring short-form factuality in large language models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Measuring short-form factuality in large language models
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:58.169572Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d8fe418-16a1-4b2b-930b-8e26a4138302 · outbound
This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:58.349502Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd6c2255-771d-4b23-b37a-9ac36d45ea3a · outbound
This paper cites Webdancer: Towards autonomous information seeking agency.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Webdancer: Towards autonomous information seeking agency
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:01.803250Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 66900148-4dd5-4a78-bd8c-4b461a3f19fc · outbound
This paper cites MMSearch-R1: Incentivizing LMMs to Search.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents MMSearch-R1: Incentivizing LMMs to Search
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:58.629661Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60b9b2eb-587b-4a11-aabb-82b6f0534e40 · outbound
This paper cites Grok 3 beta — the age of reasoning agents.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Grok 3 beta — the age of reasoning agents
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:01.513249Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ba5ab07c-e2b2-4183-9397-70fd248446c0 · outbound
This paper cites Qwen3 Technical Report.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Qwen3 Technical Report
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:58.951425Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c1f60de-14ea-46be-94b2-1d6158e391a2 · outbound
This paper cites Webshop: Towards scalable real-world web interaction with grounded language agents.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Webshop: Towards scalable real-world web interaction with grounded language agents
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:01.262964Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4ac9d3b7-609f-402d-9542-65b47ff08e6c · outbound
This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents ReAct: Synergizing Reasoning and Acting in Language Models
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:59.256090Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9c9358e-cfb8-4e7c-b1ee-a3fa940e5622 · outbound
This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:01.004390Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d35a115d-3916-4428-bb43-9562a5110c40 · outbound
This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:59.503443Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdc03570-e332-412b-9fd4-e978e98ef471 · outbound
This paper cites BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:18:59.573267Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa68709a-deef-4e9d-92ca-8d0303af9973 · outbound
This paper cites deepflowio/deepflow.
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents deepflowio/deepflow
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T20:19:00.735479Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Pith citing papers
Observation 8a4bea4c-fd26-47df-ab56-8f9987b56f80 · inbound
Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning cites this paper.
Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:04:19.955184Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8921a139-247f-4cac-949a-0202aa09e451 · inbound
InteractComp: Evaluating Search Agents With Ambiguous Queries cites this paper.
InteractComp: Evaluating Search Agents With Ambiguous Queries MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:45:00.132000Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32b42022-5d2f-4b8e-9ab1-c7de86b259c1 · inbound
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories cites this paper.
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T01:02:34.091340Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dfbe0e6-6255-4e38-91fa-5e5068751497 · inbound
Seed1.8 Model Card: Towards Generalized Real-World Agency cites this paper.
Seed1.8 Model Card: Towards Generalized Real-World Agency MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 35
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T07:45:14.386566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 955b1706-b724-4971-8419-1b77a9eecc59 · inbound
GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces cites this paper.
GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T17:33:02.334719Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 10cde9e7-b8a9-465c-988c-8ce1043ce649 · inbound
Towards Long-horizon Agentic Multimodal Search cites this paper.
Towards Long-horizon Agentic Multimodal Search MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:01:04.548823Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c577a077-2d56-4d06-b41b-be1626d4fef4 · inbound
MARCA: A Checklist-Based Benchmark for Multilingual Web Search cites this paper.
MARCA: A Checklist-Based Benchmark for Multilingual Web Search MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T12:55:24.292789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1b1ad998-ae3b-4b90-a74c-345572e497d9 · inbound
Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents cites this paper.
Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:26:26.286747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e7561edf-ca1c-41ae-828f-3455364bcdd8 · inbound
Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents cites this paper.
Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T13:55:46.331622Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 18eaf2f7-a8a9-4fb7-8da1-8cf1fd751645 · inbound
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents cites this paper.
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T03:52:12.448979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ea77197f-3f7e-49f3-b743-2f77a2caa3a7 · inbound
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain cites this paper.
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T10:13:11.959110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 239f26a6-f098-474f-9899-abcb96895546 · inbound
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain cites this paper.
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T08:49:53.430701Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9a2dc7dd-27e7-4ec9-97a4-ebf9e7aa6f19 · inbound
Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking cites this paper.
Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T16:47:10.205636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d01175b6-838b-4025-aef4-bad8c086cc24 · inbound
LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake cites this paper.
LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T04:47:37.848395Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dbc08aa0-a0ca-4afc-8b18-4b3beb0f6fd1 · inbound
Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity cites this paper.
Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 61
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-02T19:07:17.131815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0605d5af-1a04-4902-8244-c00b060f8450 · inbound
UNIBROWSE: A Data-to-Agent Framework for Multimodal BrowseComp cites this paper.
UNIBROWSE: A Data-to-Agent Framework for Multimodal BrowseComp MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 82
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T10:51:16.019022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcdcc24d-bda5-43e1-a8af-9e8a3a4c3b6f · inbound
MMShopBench: A Real-Log Benchmark for Multimodal, Multi-Turn Shopping Agents cites this paper.
MMShopBench: A Real-Log Benchmark for Multimodal, Multi-Turn Shopping Agents MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:38:30.195236Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.