Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:39.474138Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 1 inbound Pith citation observation for arXiv:2505.13965.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:39.474138Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T17:38:19.304425Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
89 of 89 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation e28bd35c-3a5c-469f-b919-ed513fe0eabf · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring online" 'onlinestring :=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a153d62c-6f2a-4abc-a322-23c727ff8fca · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdf5d644-2e6d-4304-b29d-3079e1b45b84 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05066164-dba5-4e26-b3ef-f3b93b32bad5 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 518ca2bc-9803-4f78-a685-9e8e87d30cf4 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63377302-6a27-4f35-9710-3e845d1a5604 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 682cf695-76db-44f4-b0bc-0dca7c835021 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Rank-Then-Score: Enhancing Large Language Models for Automated Essay Scoring
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0281a5cb-1129-42eb-84a0-caf1c23e74da · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0886f2a5-f6e3-43e1-adcf-94fa01cfbd2b · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6034ce0-112d-48d1-a1ba-41f84d562c4e · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f61748d1-65dc-4e7b-88cc-85ff87671cf7 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48eafba0-689d-44b6-a352-d9810ad2d040 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71ba4a2d-d273-4312-b434-1f93cc649dee · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 866dc673-3161-4533-87b8-823513235924 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbcce5d1-24ee-4de6-adcc-28fb5fe22777 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 45a0bdfe-be0d-4926-ae81-ac4c678167db · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33d8aa99-94d9-4781-9d5c-7fddd82368c0 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26d99522-61b3-4e03-9006-75bc0322fe21 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b0dd60f4-d0ee-4572-8be7-58de6dd3834f · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring The Llama 3 Herd of Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0a1b726-2ebb-44af-a3f4-617eeb0ce4cd · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0665a54e-7313-4f0f-9fbe-da9f5b677bee · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e0b0147-66de-4be1-a92c-4e1a042744c9 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring MINER: Mining the Underlying Pattern of Modality-Specific Neurons in Multimodal Large Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55474c97-f73c-4e18-9233-3692887f7d84 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring MMNeuron: Discovering Neuron-Level Domain-Specific Interpretation in Multimodal Large Language Model
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13cc4b50-a08d-4736-a9e2-439f02935cdb · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2147bbaf-e7ec-420a-be9e-bce5840b2aa4 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring GPT-4o System Card
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 755aba48-482d-410c-8938-8cf48ccd9a4e · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2709b78-74ba-48e9-8f69-aa7ae3349332 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 589e2baf-255b-47c5-89f9-7d3eb634c276 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c055033-3ed3-4327-92e3-7dd0b16a9e0a · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Scaling Laws for Neural Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6815d227-2b9d-412b-8467-522876f29e3a · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 220f4203-9fb4-4a7d-8a8a-a9695e720027 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Are Large Language Models Good Essay Graders?
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57ea9c8b-c991-4a78-b055-d8e3b95ed8c9 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 166c2f19-920d-47f7-92a7-50122b9259b3 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00a4d3a4-b7a0-4bcd-b663-c18d0f5df450 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfc2b31a-3173-4ce3-89c6-f09717716c60 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Bringing Generative AI to Adaptive Learning in Education
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6af7a2c9-5097-40fc-99ce-1b9133cef1b9 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0eb9c3d8-6020-47e3-a0dc-355ace36c6f5 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 42643be7-a835-4b64-afdc-e69b7b3d77f5 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4df05680-e7de-4779-93dd-0b5e3b15d8f2 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c3a1e8da-c55a-4195-bdff-ee4fb33785d2 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d502de20-145b-48df-8a2c-d3ff7e807d5c · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 661d45f7-6ab2-437b-b425-3f8c0a1ee971 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c936cb05-3b9a-4065-8699-1f4ed0cd461d · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a40320e1-6673-4ea6-9257-00af6d3b8ea8 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d6bcaeac-7925-4585-bebd-ef6ecb980e83 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring DeepSeek-VL: Towards Real-World Vision-Language Understanding
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea79c633-f2f6-4e86-a32d-b52f0c3c4068 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Can Large Language Models Automatically Score Proficiency of Written Essays?
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65c40114-103a-46c0-9260-e681016d66c3 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9e8708be-b5b1-4034-bfd1-6d523f195d81 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8a3f0d2c-b5f3-4368-97dd-2501abd6beeb · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d91e7254-8c44-41d0-af17-29e14ea8718c · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ba5beca-9a84-4d2a-b836-65f5d25b02cd · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 01bbe225-b03b-4f50-9d42-c840cf1e5487 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46b5d323-0ee4-4ba2-a9a5-20f370b26be9 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d37c7531-6388-4f1c-8496-4817f5b9f957 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3158edc4-6f01-4be8-b8a0-95bc99b2bc15 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fd4a6b79-9629-43fa-9a11-cd0c30381065 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dcc40eb3-6257-483f-9fdc-9b38b710187d · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d3d33059-857c-494c-a8f1-e9ef836972f5 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1930deed-e59e-42ea-b208-b90b3f6234ce · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b6c0e1d6-dc4e-480e-8d03-632f5f381777 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3943095f-48b1-4ac5-998b-80969f43dabb · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16657e2f-e8ee-4bed-99d1-b622bafbd564 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 51739b88-98f5-4760-bd1c-8ce2e352562f · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a895f43-ae06-4696-aad7-21cc91e0a32f · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea08a39c-7554-4e6b-b149-3a629884f96f · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unveiling Scoring Processes: Dissecting the Differences between LLMs and Human Graders in Automatic Scoring
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ea8b96f-74df-4929-8bf5-3b114b273aee · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring The Rise and Potential of Large Language Model Based Agents: A Survey
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d22e6f5a-e693-42b1-816f-0fd4ed49ae66 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Empirical Study of Large Language Models as Automated Essay Scoring Tools in English Composition__Taking TOEFL Independent Writing Task for Example
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4ea3db35-cac7-46a4-a55d-59ea4a2d0b82 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Human-AI Collaborative Essay Scoring: A Dual-Process Framework with LLMs
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0afed0c3-8a50-4d2b-8f75-91f15318518a · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 01f34a3c-1f8a-41da-8706-43ce1398706a · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85ca2948-0a06-4aa2-a7c7-f3df5c4d17da · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 485367d5-0e3b-41e8-af3e-5c3530cf70f2 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15bc6ddc-3f87-4bf1-b723-3259a5ceaaf5 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 940b8c61-c408-45bc-b4b5-945951aae648 · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b17e2bd-e9a5-422c-9c95-69348ea6abcc · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e43ca5f-6d98-4742-ae98-56abc53e4bca · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 78f89f75-18fd-4686-8f0f-92b88974085c · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 77854ba3-a511-4726-b106-c096ac61dc6e · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2f9b746-6f54-4ba9-a43d-60f9ac8feade · outbound
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Position: LLMs Can be Good Tutors in English Education
Reference 80
Source-reported events for the cited work
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Observation ec24915a-fdbe-4e12-acfb-70f662f7bd10 · outbound
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CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 82
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CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems
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CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models
Reference 87
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Reference 88
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CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models
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CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Unresolved cited work
Reference 90
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PsyScore: A Psychometrically-Aware Framework for Trait-Adaptive Essay Scoring and ZPD-Scaffolded Feedback CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring
Reference 119
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