SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory | Paper Citation Record

Observation 7d4807da-ca2d-4c5e-b678-1e35b38311d3 · outbound

This paper cites Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.503161Z

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Observation 9d60872d-095b-404f-89b7-87bdfd1898d0 · outbound

This paper cites Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.500577Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b00aa916-1f6d-448c-bce3-56f58b7740c0 · outbound

This paper cites Skill- probe: Security auditing for emerging agent skill marketplaces via multi-agent collaboration.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Skill- probe: Security auditing for emerging agent skill marketplaces via multi-agent collaboration

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.963736Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c70f804b-5bfd-4144-8040-6585fefdd37f · outbound

This paper cites Skillprobe: Security auditing for emerging agent skill marketplaces via multi-agent collaboration.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Skillprobe: Security auditing for emerging agent skill marketplaces via multi-agent collaboration

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.517474Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bfc5c648-fdbc-44e5-b5b6-2920f1e04d1d · outbound

This paper cites Agentnet: Decentralized evolutionary coordination for llm-based multi-agent systems.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Agentnet: Decentralized evolutionary coordination for llm-based multi-agent systems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.965691Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0243563d-93f5-4f55-923c-25fe92ddf1ef · outbound

This paper cites AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.472822Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f21e1279-01ba-40d5-835c-78f527bba862 · outbound

This paper cites Position: The real barrier to llm agent usability is agentic roi.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Position: The real barrier to llm agent usability is agentic roi

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.512973Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b2591db0-8f17-404d-8266-cce24ba83c37 · outbound

This paper cites Multihaystack: Benchmarking multimodal retrieval and reasoning over 40k images, videos, and documents.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Multihaystack: Benchmarking multimodal retrieval and reasoning over 40k images, videos, and documents

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.477266Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9936ef25-3491-4405-8257-8e5a1889d33e · outbound

This paper cites Mm-bright: A multi-task multimodal benchmark for reasoning-intensive retrieval.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mm-bright: A multi-task multimodal benchmark for reasoning-intensive retrieval

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.521244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0c5748b6-1302-4008-9625-1e82f498a169 · outbound

This paper cites Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.511046Z

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Observation 6f75a050-2611-44a5-b3b8-623a2d38aa37 · outbound

This paper cites MileBench: Benchmarking MLLMs in Long Context.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory MileBench: Benchmarking MLLMs in Long Context

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.544030Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2583d57f-3e94-417a-bda6-ee3a603071d1 · outbound

This paper cites Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.524351Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2ae85898-52f8-4126-8a9b-3f789a4a3ef9 · outbound

This paper cites Mem-gallery: Benchmarking multimodal long-term conversational memory for mllm agents.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mem-gallery: Benchmarking multimodal long-term conversational memory for mllm agents

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.508431Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a94e42ff-5ba8-4436-a206-637a39f16bc7 · outbound

This paper cites LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.532935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6f9633ee-e28f-48e8-acd3-9c2593d4431a · outbound

This paper cites Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.481526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 91241b89-72e4-4d95-b20c-f0a36f5a0779 · outbound

This paper cites Evaluating the long-term memory of large language models.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Evaluating the long-term memory of large language models

Reference 16

Resolution: verified exact; doi, observed 2026-05-20T19:13:40.289696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3da0cfdd-4f78-48ba-a445-734dcf5ca83b · outbound

This paper cites Evaluating very long-term conversational memory of llm agents.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Evaluating very long-term conversational memory of llm agents

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.976510Z

Source-reported events for the cited work

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Observation 2480b6cc-f2ec-4e93-94be-991b0eb59616 · outbound

This paper cites Mmdu: A multi-turn multi-image dialog understanding benchmark and instruction-tuning dataset for lvlms.Advances in Neural Information Processing Systems, 37:8698–8733.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mmdu: A multi-turn multi-image dialog understanding benchmark and instruction-tuning dataset for lvlms.Advances in Neural Information Processing Systems, 37:8698–8733

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.980828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 93077864-dcf0-48a0-8d75-43849d23c457 · outbound

This paper cites Mmrc: A large-scale benchmark for understanding multimodal large language model in real-world conversation.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mmrc: A large-scale benchmark for understanding multimodal large language model in real-world conversation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.972217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2afdac1a-e60c-455f-967f-2a12cdad8336 · outbound

This paper cites Benchmarking retrieval-augmented generation in multi-modal contexts.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Benchmarking retrieval-augmented generation in multi-modal contexts

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.965311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 93d2b246-5895-4a25-b026-f94c66c624ed · outbound

This paper cites MemEngine: A Unified and Modular Library for Developing Advanced Memory of LLM-based Agents.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory MemEngine: A Unified and Modular Library for Developing Advanced Memory of LLM-based Agents

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.541270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a5273eba-f546-4779-b049-7161a5791ce3 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.925836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f9700cdf-dffb-4ee6-9be1-02024bd0ea54 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Generative agents: Interactive simulacra of human behavior

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.944396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 464b769e-ba44-498d-be86-0439527be397 · outbound

This paper cites SCM: Enhancing Large Language Model with Self-Controlled Memory Framework.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory SCM: Enhancing Large Language Model with Self-Controlled Memory Framework

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.507442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 61a6df43-f003-4e96-9de5-2314d71f1ec5 · outbound

This paper cites MIRIX: Multi-Agent Memory System for LLM-Based Agents.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory MIRIX: Multi-Agent Memory System for LLM-Based Agents

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.463764Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d8504f8f-28fc-4740-9a6b-5bfdde0e84be · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory MemGPT: Towards LLMs as Operating Systems

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T19:13:40.487055Z

Source-reported events for the cited work

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Observation e7df517e-9fa9-4dc7-bb31-f76a6fa7ece9 · outbound

This paper cites MemVerse: Multimodal Memory for Lifelong Learning Agents.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory MemVerse: Multimodal Memory for Lifelong Learning Agents

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-06-03T02:05:11.728186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3f6fc9a8-34cb-4059-b086-73f9870f77b9 · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.490191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7d970dc3-e9a9-4322-9f80-05fe6b4dc12b · outbound

This paper cites Omni-SimpleMem: Autoresearch- guided discovery of lifelong multimodal agent memory.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Omni-SimpleMem: Autoresearch- guided discovery of lifelong multimodal agent memory

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.527213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5cfeb5c1-7159-4a55-b5d0-5108f9e6fa76 · outbound

This paper cites Hm-rag: Hierarchical multi-agent multimodal retrieval augmented generation.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Hm-rag: Hierarchical multi-agent multimodal retrieval augmented generation

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.967731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 38e5dd47-a3ed-4964-a2d2-c120994cf1b9 · outbound

This paper cites UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.479697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ce49c680-a71e-42ed-919f-fd2c54d9a638 · outbound

This paper cites VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.493453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b50f6711-e817-41e3-b5f8-b77f2471dba0 · outbound

This paper cites Introducing GPT-4.1 in the api.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Introducing GPT-4.1 in the api

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.962906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b505b732-ab40-401f-93ef-dc2c2a2c80d5 · outbound

This paper cites Qwen3 Technical Report.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Qwen3 Technical Report

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-05-20T19:13:40.505704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e66ad87c-d5f5-4c90-ab71-6958c5ce20db · outbound

This paper cites Rizwan Parvez, Enamul Hoque, and Shafiq R.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Rizwan Parvez, Enamul Hoque, and Shafiq R

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.969966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 12292e19-047f-4aa3-a6d0-23c720587d1e · outbound

This paper cites SlideVQA: A Dataset for Document Visual Question Answering on Multiple Images.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory SlideVQA: A Dataset for Document Visual Question Answering on Multiple Images

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.538259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7e2361d9-5582-4535-9b6b-231f0295cc52 · outbound

This paper cites Benchmarking retrieval-augmented multimodal generation for document question answering.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Benchmarking retrieval-augmented multimodal generation for document question answering

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.462506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ed7a4252-38aa-40c4-b14e-aebbdbedc955 · outbound

This paper cites Piecing it all together: Verifying multi-hop multimodal claims.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Piecing it all together: Verifying multi-hop multimodal claims

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.978476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b7ebd128-f15e-420e-a573-22f0002f653e · outbound

This paper cites Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.530116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ebd4c47c-ce10-4c2f-a0c2-fc6c1d9cc65a · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.996123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 27927c3e-99b0-43a8-ada5-915a47ac6930 · outbound

This paper cites MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.518432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9478e2af-19ad-4a77-b106-160b10ebf85b · outbound

This paper cites Mmpb: It’s time for multi-modal personalization.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mmpb: It’s time for multi-modal personalization

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.535567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 20634add-48cf-40bc-bcd2-070378fd4131 · outbound

This paper cites Lifesim: Long-horizon user life simulator for personalized assistant evaluation.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Lifesim: Long-horizon user life simulator for personalized assistant evaluation

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.482265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c05c9869-e78d-4d42-acdd-73e58ac41cba · outbound

This paper cites Mˆ 3-bench: Multi-modal, multi-hop, multi-threaded tool-using mllm agent benchmark.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Mˆ 3-bench: Multi-modal, multi-hop, multi-threaded tool-using mllm agent benchmark

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.458055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4e191bf6-4b16-4f68-8c68-1a66ea0fc666 · outbound

This paper cites C-pack: Packaged resources to advance general chinese embedding.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory C-pack: Packaged resources to advance general chinese embedding

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.973170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 25539841-1739-4271-8277-16e19caaaf75 · outbound

This paper cites the answer is correct and derivable.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory the answer is correct and derivable

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.504960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3d56b2df-1c41-489e-bd35-815a71b51057 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.002385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d09725e6-658a-4d11-95db-9699b12e1373 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.967528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d72a1ac4-5565-415d-bc2e-b1b7ebd760d6 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.004332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation af192179-a9d3-4feb-b29c-d98561c81279 · outbound

This paper cites ### Output Format Output only one word: Yes or No.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory ### Output Format Output only one word: Yes or No

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.969593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5914acad-26ab-4b1a-a421-514fb0ec14c7 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.998442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 77331101-5818-4aee-9284-d4f45bf22a55 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.935973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 765f33fd-5f95-44fa-b980-6d90266b2d9b · outbound

This paper cites ### Output Format Output one distractor option per line.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory ### Output Format Output one distractor option per line

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.948052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 732e6127-6da8-4921-aaa0-2e8b3d25842b · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.971268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f4af648d-d0ca-42c5-ac58-da7303ace0a6 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.952736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a77ca4c3-0a62-4bf4-8e6d-f84c63210d44 · outbound

This paper cites Figure 22: Prompt template for metadata and caption generation.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Figure 22: Prompt template for metadata and caption generation

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:41.004136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c561af80-a6aa-4ae0-b610-dd4281b709fa · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.006201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 00f4b773-7af8-4480-b6f5-0e5cd3300424 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.002238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2e532250-3dff-4ab3-8b62-302438df1c38 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.977207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e1411e83-e6f4-46a9-9acd-7b3c19f02a26 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.000225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6944c6c1-d29d-4c49-bd56-730559e11a75 · outbound

This paper cites ### Output Format Generate 10–20 sub-topics, one per line, mainly as declarative sentences.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory ### Output Format Generate 10–20 sub-topics, one per line, mainly as declarative sentences

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.993482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ec0120bd-96db-4a45-a08e-8206585f7b11 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.997261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4e54e041-4a1d-4914-a7aa-76b3b1579e00 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.991424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b31f81b7-dbf2-42f7-a814-7ff145710323 · outbound

This paper cites ### Step 1 Internally decide whether the reply should be SHORT (1–2 sentences) or LONG (5–8 sentences) based on the conversation length.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory ### Step 1 Internally decide whether the reply should be SHORT (1–2 sentences) or LONG (5–8 sentences) based on the conversation length

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:41.008202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d79130bf-62c1-4f74-8e18-f1505c446271 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.000400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1c0a726f-e691-4718-b59e-356731fc90eb · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.985288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 87b391d9-62c5-4d6b-a07f-19ae3f3e3256 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.989504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 174c5d26-8f88-49c4-89f0-fb4f4ea36469 · outbound

This paper cites If that information is insufficient, answer cautiously.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory If that information is insufficient, answer cautiously

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.987470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8895914a-e87b-4866-8b4c-8319f4f486e6 · outbound

This paper cites ### Output Format Output only a single integer, orNONEif no position is suitable.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory ### Output Format Output only a single integer, orNONEif no position is suitable

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.995427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e8d1877e-25dc-4a5b-a73f-bc1efe64687f · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:41.011822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 10605ae2-962c-420f-b1af-6344b70963d4 · outbound

This paper cites SpeakerName: message.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory SpeakerName: message

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:41.013623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4cb870b1-a772-4dea-a7ea-bbe70dbe3900 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.992767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7b8d0581-f215-4677-a753-58e876bf2871 · outbound

This paper cites Do not output emojis.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Do not output emojis

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:40.994401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0b128171-26f7-4e4d-abdf-0361e3dbabc0 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.983087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b3f55252-ef8f-4158-8f25-ba3d894d17db · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.986940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 74fac249-ecb0-4640-be69-83512f39ed58 · outbound

This paper cites an unresolved cited work.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:13:40.980995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e98f6ab9-1767-452d-a42f-136d13a84fe4 · outbound

This paper cites label".

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory label"

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:13:41.009966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers