Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:29:57.674592Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 0 inbound Pith citation observations for arXiv:2608.11847.
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 2026-08-16T00:29:57.674592Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
95 of 95 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 24fde164-db0b-443e-bc0e-b9ce3b49106d · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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LookBack: Where and How to Score LVLM Responses via Visual Reference Usage LLaMA: Open and Efficient Foundation Language Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcbb3aac-3b69-4ce0-af93-5bde41aaa588 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d9381ca-0680-4707-9d89-082f063eabe3 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Gemini: A Family of Highly Capable Multimodal Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0735434-4eab-4469-8558-3d18c69fbe41 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b196365-03dc-43f3-99d8-808b516e1e49 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf576331-f95c-4ffa-94d0-1d86cfc80eb3 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7944be8-ebc4-4722-9f6a-20385aefb062 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 8
Source-reported events for the cited work
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Observation acebf406-2cc5-476b-9ab8-584e2731788e · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5bd056c-865d-4c3e-8580-54cde39f38e0 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d9e1c79-657a-4108-aaf4-585888cc279b · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bb9b920-d0a8-409f-8fac-5f88ce754199 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34930205-1cc9-46c2-924c-b1285576e18c · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Qwen2.5-VL Technical Report
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fa3031f-654f-44ae-a6ca-644cca63c1e8 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2299328-e6a3-4e4d-8401-5b91b869fab3 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 972aca61-bc43-4df1-8544-b1b4baf88022 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d92dbec9-b479-46f0-b742-0f686b090ae3 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bdc3eb1-d4d3-4b25-9cf3-133eb1cdf775 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a5e30ed-f2d4-469b-a01d-4c44a5ce3266 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c9f1d10-3000-4ca9-8540-4ff4d56d14f1 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b23da29a-2627-4a93-823a-e18a24f8b74c · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acc69c32-dc1d-4fdf-b669-96aa561089d7 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Multimodal Conversational AI: A Survey of Datasets and Approaches
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbb5f919-3bbf-4d96-bf57-28c9a6be61c0 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage NVLM: Open Frontier-Class Multimodal LLMs
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c358918-3124-4aae-9af5-be2177628685 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99db7e44-8e9e-4f4c-94de-25f2a8a3cad7 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Ovis: Structural Embedding Alignment for Multimodal Large Language Model
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 647aa0a8-2997-4c4e-8da7-de6186845934 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c00f6843-9025-43f1-b378-942b43ef8e70 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 27
Source-reported events for the cited work
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Observation b02adff2-d06d-42b2-854c-5799171a2f02 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 28
Source-reported events for the cited work
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Observation 0252fd77-6b9c-4f94-a0ac-ddb5d052cdcd · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 29
Source-reported events for the cited work
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Observation 2c4ae25f-ad88-4532-84e9-fd3b8cad334d · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 30
Source-reported events for the cited work
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Observation 0594d148-ef44-4534-909c-920be6567eef · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Science China Information Sciences (SCIS) , year=
Reference 31
Source-reported events for the cited work
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Observation 25e9699e-6f78-43d7-b9d8-544ce80ce7c9 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Analyzing and Mitigating Object Hallucination in Large Vision-Language Models
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6c4c2d8-53d9-4cb3-b062-300510606f2a · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation 5c91b294-a150-4a3c-8bc8-f3a891e2839a · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dffeeb11-538d-407d-a8c2-19310e21182b · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage International Conference on Pattern Recognition (ICPR) , year=
Reference 35
Source-reported events for the cited work
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Observation efaaf454-28b7-450c-95f4-f4d6b50efd79 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 36
Source-reported events for the cited work
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Observation db47370c-bf7a-4543-aade-c0a6d49ca430 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 37
Source-reported events for the cited work
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Observation be995487-2d20-459a-9ae7-7fcef68742a7 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 38
Source-reported events for the cited work
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Observation f3980640-5bba-4d50-bbcf-a81f7d4c63c7 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 39
Source-reported events for the cited work
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Observation ca5ed2c8-bc51-4098-9595-8e133baf8636 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 40
Source-reported events for the cited work
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Observation ffb417b3-4e36-414d-91a8-ad6fee307826 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edcd0b3c-49be-4ebf-8a97-cfcef81b1a55 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43404d6d-5db4-4884-938e-615debf347ff · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3df937e-037c-4a8f-94de-4982637b7aca · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 44
Source-reported events for the cited work
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Observation 104de183-4538-4e0a-9013-20e0db52aee5 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9c26ef1a-a75e-4f73-962a-9ec097480ecd · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 772f302b-e1b6-4ee4-afe3-6e737dfd4a07 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 47
Source-reported events for the cited work
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Observation 8985f729-ec06-40ff-abc1-787114d8ebe9 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa5698e4-d2a2-4c79-aebb-33ee5baa6260 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f897aafa-b49a-4178-be72-4af6bf1a3c9f · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97fdf02d-7d18-40f6-92d4-a2a31a809091 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b23e56b-6b41-4c27-95f5-9ae48672599b · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 52
Source-reported events for the cited work
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Observation 36c480fa-27fc-44d0-986f-a49a9956e19a · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 53
Source-reported events for the cited work
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Observation 18c332c2-850c-410c-b01d-f664f48f428f · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 54
Source-reported events for the cited work
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Observation 1b9a4bb9-5806-4a9d-9ab0-ef158dae5d75 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 55
Source-reported events for the cited work
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Observation a0cc285e-4669-42da-9eca-50a7980d3a92 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 56
Source-reported events for the cited work
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Observation 8cab92e7-b16c-4e84-88b3-d39d191a2c4f · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09ee1371-506b-41f8-9672-ef38dfa728fb · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 58
Source-reported events for the cited work
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Observation b9de9c80-c71c-4808-9bff-05adea22dc67 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Biometrics bulletin , year=
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a3c01b77-275d-4ddf-a7f8-351b1a98a5d4 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 60
Source-reported events for the cited work
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Observation 998f4b53-4cf2-4386-9845-776e5edfa0db · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 354e92d8-2541-435a-a535-5dc984f83ed4 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage A General Language Assistant as a Laboratory for Alignment
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ab16df6-e60c-489f-b819-e335b2576765 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Transformer Circuits Thread , year=
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4d4063a-bc34-472e-875d-972821562b9f · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Constitutional AI: Harmlessness from AI Feedback
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fc4969a-56bb-44ab-ad2e-9b8321ca5487 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage International Conference on Acoustics, Speech and Signal Processing (ICASSP) , year=
Reference 65
Source-reported events for the cited work
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Observation 2c0b2037-f718-4f00-ad97-863f847e47d9 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Proceedings of the 5th Workshop on Machine Learning and Systems , year=
Reference 66
Source-reported events for the cited work
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Observation 114b4969-0170-42f0-8c6e-154bc2add1f8 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Proceedings of the 2021 ACM conference on fairness, accountability, and transparency , year=
Reference 67
Source-reported events for the cited work
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Observation 7a0f92e8-ed61-4be2-a79e-f1d925700f81 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Advances in Neural Information Processing Systems , year=
Reference 68
Source-reported events for the cited work
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Observation a688dfbe-b81e-4eb5-94fd-43230b7e3455 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7804fa0-df9c-4031-89d5-f79f24c41486 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Neural computation , volume=
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56a83b12-ceb6-4d7f-a521-ee5dde02cb8c · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 71
Source-reported events for the cited work
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Observation 1c2bd12d-a310-4e2e-a8d1-a83c92163928 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 72
Source-reported events for the cited work
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Observation 61ae1cc5-6343-4b62-805e-28463b6b2ac8 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04e39035-12c6-4a36-b109-f5f7c6011036 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 74
Source-reported events for the cited work
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Observation 47315af0-5121-4962-8807-a455c286543b · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Training Verifiers to Solve Math Word Problems
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c770e91f-412a-4e9e-a93c-7e90b677b727 · outbound
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Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf96eb27-fc4f-4510-bab9-ec9f578e2dca · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 77
Source-reported events for the cited work
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Observation 79b2282a-b8ba-4048-b7d9-32cb831f28f7 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 78
Source-reported events for the cited work
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Observation 6e96e78b-f589-446f-860e-41d786b80b21 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3a65c9d-7152-44be-a509-a1cbf8e4ca5f · outbound
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Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 985337ac-d58e-41dc-9fb2-b92fee705a8e · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 81
Source-reported events for the cited work
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Observation f6f55da5-1815-4ae1-adeb-4c3133bdddb2 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage arXiv preprint arXiv:2506.17251 , year=
Reference 82
Source-reported events for the cited work
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Observation e8f75dde-2582-4e61-9fef-3a2ad31aef09 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Language Models (Mostly) Know What They Know
Reference 83
Source-reported events for the cited work
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Observation fe72b321-f6cb-439d-91ef-998c9c1bd985 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 84
Source-reported events for the cited work
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Observation 571be6e4-36a6-408b-9a41-bddb810e3c62 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 85
Source-reported events for the cited work
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Observation 1d470649-70fd-49d8-b58c-cb2066a7c204 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e5aedfef-c139-4cea-b79c-a2bf85b0baa3 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Findings of the Association for Computational Linguistics: NAACL 2025 , year=
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 81be31ca-0380-4398-859f-1ee38f554358 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Findings of the Association for Computational Linguistics: ACL 2024 , year=
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ebb788eb-0979-4741-b7bc-76a39959fee3 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f9f28be3-35e4-4b25-a286-3b9d7729d591 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8e1888fb-315d-4526-8065-e2116e25dcd8 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Unresolved cited work
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bf6060b3-180e-4847-b53d-c8c481285bf8 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage VAUQ: Vision-Aware Uncertainty Quantification for LVLM Self-Evaluation
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 437ee47f-368b-40b2-9cfe-b62578d14b65 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Universal Self-Consistency for Large Language Model Generation
Reference 93
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3eeab30c-f71f-4f21-94ec-836ab4d65df9 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Revisiting the Uniform Information Density Hypothesis in LLM Reasoning
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f1943ac1-4695-4a86-aea8-176cc4f87b17 · outbound
LookBack: Where and How to Score LVLM Responses via Visual Reference Usage The Curious Case of Neural Text Degeneration
Reference 95
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.