Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-17T10:52:37.157885Z
Paper Citation Record · LEDGER
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
As of 5 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 38 inbound Pith citation observations for arXiv:2311.16839.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T04:17:18.606662Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
79 of 79 outbound references displayed
- verified exact1
- verified fuzzy64
- unresolved12
- parse uncertain1
- malformed identifier0
- metadata mismatch1
External citation measurements
6
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation e760230f-33dd-4f7e-aac7-869fdaf94e4f · outbound
This paper cites Brown, Jack Clark, Sam McCandlish, Chris Olah, Benjamin Mann, and Jared Kaplan.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Brown, Jack Clark, Sam McCandlish, Chris Olah, Benjamin Mann, and Jared Kaplan
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.511444Z
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 e1e5ca29-e671-44e5-91ab-6d4daadee665 · outbound
This paper cites The exploration-exploitation dilemma: a multidisci- plinary framework.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization The exploration-exploitation dilemma: a multidisci- plinary framework
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.518236Z
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 8bb3bcc6-892d-4e9f-a637-1c7eaf9bf57c · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.236353Z
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 d1883b8f-a902-4f94-b6ab-68dac6d59853 · outbound
This paper cites Christiano, Jan Leike, Tom B.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Christiano, Jan Leike, Tom B
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.239763Z
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 c98924d3-d3d9-48ba-b41e-df4efa36d23f · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.243296Z
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 d9ce793e-84ab-4fc8-86f0-891409cbab0d · outbound
This paper cites MME: A comprehensive evaluation benchmark for multimodal large language models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization MME: A comprehensive evaluation benchmark for multimodal large language models
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.247484Z
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 2d38d2f4-090c-4974-b22d-7e1919885b1e · outbound
This paper cites Detecting and preventing hallucinations in large vision language models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Detecting and preventing hallucinations in large vision language models
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.251456Z
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 8c4e5eb4-60e8-486a-b379-c9e86a8a345d · outbound
This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen- Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen- Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.255707Z
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 a3dced1e-037b-4a1a-9284-2cd102e42178 · outbound
This paper cites Shamma, Michael S.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Shamma, Michael S
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.259765Z
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 7edf8902-b135-4dac-b734-ea5373da8acd · outbound
This paper cites Evaluating object hallucination in large vision-language models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Evaluating object hallucination in large vision-language models
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.263847Z
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 e52b99fb-d16c-4632-9c49-895ffee0ed57 · outbound
This paper cites Truthfulqa: Measuring how models mimic human falsehoods.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Truthfulqa: Measuring how models mimic human falsehoods
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.267721Z
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 33ca6df7-f028-4918-b4f5-06304c476d37 · outbound
This paper cites Aligning large multi-modal model with robust instruction tuning.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Aligning large multi-modal model with robust instruction tuning
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.271739Z
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 ca54355f-d3bf-4be5-98d2-70bc89f93f83 · outbound
This paper cites Improved baselines with visual instruction tuning.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Improved baselines with visual instruction tuning
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.275993Z
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 3777b9a1-9f62-4c3d-9798-130a96c5292c · outbound
This paper cites Visual instruction tuning.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Visual instruction tuning
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.280003Z
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 d636c037-aae9-4c30-be97-13826418d418 · outbound
This paper cites Ho, Robert Tyler Loftin, Bei Peng, Guan Wang, David L.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Ho, Robert Tyler Loftin, Bei Peng, Guan Wang, David L
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.283915Z
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 26c9ca8e-6e22-4aac-8809-a1fee7f74c8e · outbound
This paper cites Sources of hallucination by large language models on inference tasks.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Sources of hallucination by large language models on inference tasks
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.287685Z
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 89502dc9-e9e0-4486-947f-843730e9351b · outbound
This paper cites Deep reinforcement learning: An overview.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Deep reinforcement learning: An overview
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.291868Z
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 40ca957f-8342-4898-a4ff-f580cc18018c · outbound
This paper cites GPT-4 technical report.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization GPT-4 technical report
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.294942Z
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 9546a278-4585-47a4-ae4f-b9a2acc28ef6 · outbound
This paper cites Russo, and Zheng Wen.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Russo, and Zheng Wen
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.298105Z
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 b3290b91-daa5-41d9-bce9-afd85b1d378d · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.301112Z
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 1514033b-774f-4b6f-b9ad-1f696757cb32 · outbound
This paper cites The refinedweb dataset for falcon LLM: outperforming cu- rated corpora with web data, and web data only.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization The refinedweb dataset for falcon LLM: outperforming cu- rated corpora with web data, and web data only
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.304470Z
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 dc2aaf93-432f-4e07-af26-09f421f8e9c4 · outbound
This paper cites Manning, and Chelsea Finn.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Manning, and Chelsea Finn
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.307326Z
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 89bfee76-7d59-4e8b-8457-a7354cb0e036 · outbound
This paper cites Investigating the factual knowledge boundary of large language models with retrieval augmentation.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Investigating the factual knowledge boundary of large language models with retrieval augmentation
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.310628Z
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 6d18e796-eee4-44e8-b4ea-de97d9a6d2f8 · outbound
This paper cites Object hallucination in image cap- tioning.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Object hallucination in image cap- tioning
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.313948Z
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 2bf1d47f-a24e-4fd7-a638-7e2112029901 · outbound
This paper cites Proximal policy optimization algo- rithms.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Proximal policy optimization algo- rithms
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.319248Z
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 aef8b89c-2d95-47c5-b9ea-7365261bbb45 · outbound
This paper cites Aligning large multimodal models with factually augmented RLHF.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Aligning large multimodal models with factually augmented RLHF
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.323014Z
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 9b49129f-4de0-429d-89c3-98252aa9aba4 · outbound
This paper cites Llama 2: Open foundation and fine- tuned chat models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Llama 2: Open foundation and fine- tuned chat models
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.325935Z
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 be7fa22c-064d-49f0-9805-2190ee6e0255 · outbound
This paper cites VIGC: Visual Instruction Generation and Correction.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization VIGC: Visual Instruction Generation and Correction
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.221903Z
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 b7f015ec-ca4a-43cd-a2e6-fbbbaa8d6b21 · outbound
This paper cites Evaluation and analysis of hallucination in large vision-language mod- els.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Evaluation and analysis of hallucination in large vision-language mod- els
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.346145Z
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 3e871d38-5060-4610-a93d-b3320a69344b · outbound
This paper cites Woodpecker: Hallucination correction for multimodal large language models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Woodpecker: Hallucination correction for multimodal large language models
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.351598Z
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 3bcc79b8-271e-4397-ae64-ea5c7f2e8cb9 · outbound
This paper cites Halle-switch: Rethinking and con- trolling object existence hallucinations in large vision lan- guage models for detailed caption.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Halle-switch: Rethinking and con- trolling object existence hallucinations in large vision lan- guage models for detailed caption
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.354979Z
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 40d8db9c-e896-4736-b0ca-221a710e3c27 · outbound
This paper cites Internlm-xcomposer: A vision-language large model for advanced text-image comprehension and composition.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Internlm-xcomposer: A vision-language large model for advanced text-image comprehension and composition
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.358338Z
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 23c863b5-cffe-40f3-8075-f4a19a29bc6d · outbound
This paper cites Siren’s song in the AI ocean: A survey on hallucination in large language models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Siren’s song in the AI ocean: A survey on hallucination in large language models
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.361773Z
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 d20b3c7a-8248-4f04-8c1d-6c8513cb7e44 · outbound
This paper cites LIMA: less is more for alignment.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization LIMA: less is more for alignment
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.365164Z
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 ca9a0156-d138-4a4e-ac51-f9213ba900be · outbound
This paper cites Analyzing and mitigating object hallucination in large vision-language models.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Analyzing and mitigating object hallucination in large vision-language models
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.368443Z
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 bfb9369d-a96b-47fe-b6b5-9444a495e0bf · outbound
This paper cites Minigpt-4: Enhancing vision- language understanding with advanced large language mod- els.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Minigpt-4: Enhancing vision- language understanding with advanced large language mod- els
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.371882Z
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 c86758ed-2be6-4046-be5e-1cdfd9de52d7 · outbound
This paper cites Fine-Tuning Language Models from Human Preferences.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Fine-Tuning Language Models from Human Preferences
Reference 37
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-17T10:52:37.231628Z
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 09a859a1-e81e-4e4c-adec-199be6286081 · outbound
This paper cites Visual Genome is a large-scale vision-language dataset that includes dense captions [9].
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Visual Genome is a large-scale vision-language dataset that includes dense captions [9]
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.375183Z
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 4e8b6e59-89d7-4677-96d6-5638649dce0b · outbound
This paper cites Describe the image in detail.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Describe the image in detail
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.378507Z
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 be47ad4a-45aa-46cc-8ee3-d4fa9b330ab6 · outbound
This paper cites Evaluation Example In the SHR evaluation, GPT-4 classifies each sentence in the model response as hallucination or correct.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Evaluation Example In the SHR evaluation, GPT-4 classifies each sentence in the model response as hallucination or correct
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.382119Z
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 b40938be-0c27-4451-80b2-72487e0acac6 · outbound
This paper cites Specif- ically, MiniGPT4-LLaMA2 model is fine-tuned with and without style-consistency control and evaluated on a sub- set of SHR.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Specif- ically, MiniGPT4-LLaMA2 model is fine-tuned with and without style-consistency control and evaluated on a sub- set of SHR
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.385999Z
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 20919e8d-5fd0-49b1-b8d4-be795144be15 · outbound
This paper cites Results show that HA-DPO outperforms other com- petitive methods and achieves SOTA (state-of-the-art) in POPE accuracy.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Results show that HA-DPO outperforms other com- petitive methods and achieves SOTA (state-of-the-art) in POPE accuracy
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.389700Z
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 5edc96dc-148d-4bcd-a6a3-93bdc19386f2 · outbound
This paper cites Cannot judge.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Cannot judge
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.392910Z
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 f2265e39-be66-4a83-a5e0-3b146628b17b · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 45
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-17T10:52:37.396630Z
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 24f212f3-8586-4300-b473-51e950ea25ef · outbound
This paper cites Here is the comment for you to judge if it is hallucination and revise.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Here is the comment for you to judge if it is hallucination and revise
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.399675Z
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 ed127b3e-0815-4671-81b9-93e3caea7482 · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.402348Z
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 f32e61ea-8bf4-4144-9bf4-2610b60e1895 · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.405355Z
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 fe44f684-7a3a-4aaf-b120-c6f33e9e2566 · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.409019Z
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 d7c189d8-09db-4f78-b3d4-5d2c1c0e1042 · outbound
This paper cites Judgement.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Judgement
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.412585Z
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 0961cccc-ccfd-4fd0-be75-e2a63c59193a · outbound
This paper cites ( correct: The region descriptions mention four skiers on a snowy hill, and objects related to skiing.).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization ( correct: The region descriptions mention four skiers on a snowy hill, and objects related to skiing.)
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.416334Z
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 e0ff9209-fd8e-4de3-b8d8-076bff6de1a9 · outbound
This paper cites (correct: The region descriptions include ski gear like helmets, goggles, ski poles and skis.).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (correct: The region descriptions include ski gear like helmets, goggles, ski poles and skis.)
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.419807Z
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 8b5809fe-1098-4ddf-82b7-903bb9fa8aab · outbound
This paper cites (hallucination: There is no description mentioning one person standing at the top of the slope while the others are skiing down.).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (hallucination: There is no description mentioning one person standing at the top of the slope while the others are skiing down.)
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.423779Z
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 d5a38de1-f7e9-4d63-9e18-bc7d30528905 · outbound
This paper cites ( hallucination: There is no description involving trees in the background and the slope being covered in snow.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization ( hallucination: There is no description involving trees in the background and the slope being covered in snow
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.427603Z
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 ef534baa-3fa8-4d02-9722-b80840cd488d · outbound
This paper cites ( hallucination: There is no description involving the sky or clouds.).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization ( hallucination: There is no description involving the sky or clouds.)
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.431505Z
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 b92ab422-2271-4166-8d2b-d507af3fe6e4 · outbound
This paper cites ( correct: The overall mood is adventurous.) Corrected Sentences.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization ( correct: The overall mood is adventurous.) Corrected Sentences
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.435153Z
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 c4738afd-76ba-4fec-adb8-598ee4d638b6 · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.438860Z
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 825eb89c-cf53-4b34-a94e-481ad80ef539 · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.442037Z
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 04e2c7af-f071-4cf1-8ff3-58a85c293191 · outbound
This paper cites (Corrected).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (Corrected)
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.445277Z
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 f30db3d7-8bb5-4de4-a530-09ce31874de6 · outbound
This paper cites (Corrected).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (Corrected)
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.448855Z
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 e5a6fd22-7726-425d-83c0-af60bc5075ea · outbound
This paper cites (Corrected).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (Corrected)
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.451805Z
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 cbb6d09b-b345-4fab-a37b-46447d9658c5 · outbound
This paper cites GPT-4 Output Prompt Figure 9.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization GPT-4 Output Prompt Figure 9
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.454852Z
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 1ed0021a-b6ce-4fe0-b123-92135d44336b · outbound
This paper cites They are all wearing ski gear, including helmets, goggles, and skis.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization They are all wearing ski gear, including helmets, goggles, and skis
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.458490Z
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 814c2a88-5fab-4889-8fe3-615f57172373 · outbound
This paper cites Each person is outfitted in ski gear, complete with helmets, goggles, and skis.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Each person is outfitted in ski gear, complete with helmets, goggles, and skis
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.462291Z
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 ffb4367e-f8b1-44ed-b371-e1dfb3213cfd · outbound
This paper cites All members are donned in ski gear, incorporating helmets, goggles, and skis into their attire.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization All members are donned in ski gear, incorporating helmets, goggles, and skis into their attire
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.465966Z
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 a1402584-a380-44cf-8504-69b370487d12 · outbound
This paper cites Their attire includes helmets, goggles, and skis, highlighting their readiness for an exhilarating adventure.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Their attire includes helmets, goggles, and skis, highlighting their readiness for an exhilarating adventure
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.469397Z
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 6cd7fe9c-7769-4af9-9115-e6badeddaef6 · outbound
This paper cites They are all wearing ski gear, including helmets, goggles, and skis.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization They are all wearing ski gear, including helmets, goggles, and skis
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.472724Z
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 50e64866-4e5a-4712-bab2-0a774d07d1f6 · outbound
This paper cites One woman in the group is smiling at the camera while holding ski poles.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization One woman in the group is smiling at the camera while holding ski poles
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.475689Z
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 50064574-9529-464e-80fd-4da29a05ff8f · outbound
This paper cites One of the skiers, a woman, can be seen smiling at the camera.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization One of the skiers, a woman, can be seen smiling at the camera
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.478343Z
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 baf7324e-6bad-4687-a853-bea66f596485 · outbound
This paper cites Cannot judge.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Cannot judge
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.481108Z
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 c473adee-9de8-445c-865c-8475b4bd91ec · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.483844Z
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 6fe7aa87-f8d6-4f40-ab89-0056850fbfd6 · outbound
This paper cites Here is the comment for you to judge if it is hallucination.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Here is the comment for you to judge if it is hallucination
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.486949Z
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 22c64863-dd1a-48cb-adbc-746ed928a75a · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.490078Z
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 2886b17e-2400-4aff-96f6-97bb9aa83c46 · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.492840Z
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 71c7266f-da48-4c50-9f5a-ec8d4152aafe · outbound
This paper cites an unresolved cited work.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T10:52:37.496008Z
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 2ffeed19-3019-4c6d-a0d3-0b2b819fb9e2 · outbound
This paper cites Judgement.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Judgement
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.498864Z
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 540845fb-07fc-420b-84e1-9b086e22ad9a · outbound
This paper cites ( Hallucination: The description does not mention bicycles or the street being bustling.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization ( Hallucination: The description does not mention bicycles or the street being bustling
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.501934Z
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 8862fcc6-f6a5-47f3-b095-aa8b34ed0e76 · outbound
This paper cites (Correct: The description mentions a woman walking and other people on the sidewalk.).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (Correct: The description mentions a woman walking and other people on the sidewalk.)
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.505105Z
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 379cd7f0-a6ea-40a9-9e23-c2d27c1b61fe · outbound
This paper cites (Correct: The description mentions two motorcycles parked on the side of the street.).
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (Correct: The description mentions two motorcycles parked on the side of the street.)
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.508450Z
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 86c92b0a-fe0a-4da0-ab17-e722ab22a5a9 · outbound
This paper cites (Hallucination: There are no bicycles mentioned in the description.
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization (Hallucination: There are no bicycles mentioned in the description
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T10:52:37.514713Z
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.
Pith citing papers
Observation b03ec748-3d9c-4f9e-becc-8a4d31103323 · inbound
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model cites this paper.
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 100
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 504621e9-b00e-4d01-b739-9546c3d5d16b · inbound
A Survey on Hallucination in Large Vision-Language Models cites this paper.
A Survey on Hallucination in Large Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 7a405455-f2b8-473d-8f35-ff6b434388c9 · inbound
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning cites this paper.
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 184
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T10:58:53.499083Z
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 f27c572a-3fe9-4f44-a7a3-a3bc34c1e603 · inbound
Hallucination of Multimodal Large Language Models: A Survey cites this paper.
Hallucination of Multimodal Large Language Models: A Survey Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 219
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 ba38eb3e-ce25-47c2-8ec8-27689351522b · inbound
Detecting and Evaluating Medical Hallucinations in Large Vision Language Models cites this paper.
Detecting and Evaluating Medical Hallucinations in Large Vision Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T23:58:39.590298Z
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 c7c9325d-b85d-4b1c-9e0c-76f4f60e6019 · inbound
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output cites this paper.
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 181
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 38616476-3dd1-4481-993b-3798c683893d · inbound
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents cites this paper.
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 236
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T09:42:04.254514Z
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 a6b3d458-8d9d-424d-9ee0-92f154c7dc65 · inbound
VidHal: Benchmarking Temporal Hallucinations in Vision LLMs cites this paper.
VidHal: Benchmarking Temporal Hallucinations in Vision LLMs Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 68
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T16:58:12.076806Z
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 73d6b74c-259a-4123-834b-f8c7033b31ff · inbound
Visual-RFT: Visual Reinforcement Fine-Tuning cites this paper.
Visual-RFT: Visual Reinforcement Fine-Tuning Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 a44f3926-2ff2-447c-a9c8-e4db832bbf73 · inbound
Unified Reward Model for Multimodal Understanding and Generation cites this paper.
Unified Reward Model for Multimodal Understanding and Generation Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 1875d500-6b7e-44bd-a368-1a73417215b5 · inbound
Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning cites this paper.
Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 70
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T10:37:14.944295Z
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 bdf754eb-c100-4449-ad9e-5c25f6c0a670 · inbound
Mitigating Object Hallucinations via Sentence-Level Early Intervention cites this paper.
Mitigating Object Hallucinations via Sentence-Level Early Intervention Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 82
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T08:35:32.786843Z
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 da993ec5-3800-4811-8875-624301a9793e · inbound
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation cites this paper.
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 73
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 ce529ce8-d9f3-4540-b088-daf1ea915829 · inbound
Revis: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models cites this paper.
Revis: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 b4eb43c7-2c06-4c63-8931-496cb438a60c · inbound
CRAFT: Video Diffusion for Bimanual Robot Data Generation cites this paper.
CRAFT: Video Diffusion for Bimanual Robot Data Generation Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T13:09:33.444468Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82aa9f45-5738-4193-a471-e89d55f75f57 · inbound
Focus Matters: Phase-Aware Suppression for Hallucination in Vision-Language Models cites this paper.
Focus Matters: Phase-Aware Suppression for Hallucination in Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 28
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 a7df3263-2e3f-4ecb-b9fa-e610c366f56d · inbound
Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation cites this paper.
Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 64
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 57ca5508-ad68-4a4c-a083-61542ea06657 · inbound
Don't Let the Video Speak: Audio-Contrastive Preference Optimization for Audio-Visual Language Models cites this paper.
Don't Let the Video Speak: Audio-Contrastive Preference Optimization for Audio-Visual Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 56
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 fbc3f943-5263-4b27-b39a-bda72338f2c4 · inbound
S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models cites this paper.
S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 132
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 f8d23181-5e84-47cb-99b0-60ac5ab02335 · inbound
Aligning with Your Own Voice: Self-Corrected Preference Learning for Hallucination Mitigation in LVLMs cites this paper.
Aligning with Your Own Voice: Self-Corrected Preference Learning for Hallucination Mitigation in LVLMs Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 3
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 a05b78b4-deed-4459-bcb3-a8f204392fa6 · inbound
Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models cites this paper.
Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 1bcf4826-4ffe-49ce-9699-af961d16816d · inbound
Object Hallucination-Free Reinforcement Unlearning for Vision-Language Models cites this paper.
Object Hallucination-Free Reinforcement Unlearning for Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 18
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 383a6ae6-9379-4b82-9073-4a7e65d3b7b9 · inbound
Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination cites this paper.
Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 40
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 20195bc2-ce44-45f6-a190-02e62f1996e3 · inbound
Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement cites this paper.
Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 18
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T10:52:37.519567Z
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 0ec952a1-a133-4773-a538-c3f908ebd803 · inbound
Deep Pre-Alignment for VLMs cites this paper.
Deep Pre-Alignment for VLMs Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 90
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T16:27:39.254035Z
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 6cb9b9ad-0d4b-4048-ae98-d22806a91254 · inbound
Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy cites this paper.
Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 83
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T05:03:57.745343Z
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 4f6240e4-55ba-4f5e-8a67-d8de4b4fa479 · inbound
Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration cites this paper.
Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 54
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T11:44:37.763465Z
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 68ac37cf-5e14-463a-8b05-69fef43fa18f · inbound
Toward Native Multimodal Modeling: A Roadmap cites this paper.
Toward Native Multimodal Modeling: A Roadmap Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 264
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T23:04:01.840484Z
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 98589ba6-4a40-450f-a06e-8d7160c10472 · inbound
P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization cites this paper.
P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 120
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T02:06:27.128414Z
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 16005f83-272f-46d2-8de6-904c313bb7ce · inbound
Vision-driven Preference Synthesis for Mitigating Hallucinations in VLMs cites this paper.
Vision-driven Preference Synthesis for Mitigating Hallucinations in VLMs Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T15:35:47.656068Z
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 3c9efbd4-bc6f-490d-8aa9-2e49be3ed89d · inbound
FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models cites this paper.
FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 62
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T07:14:21.498368Z
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 62b8abb7-b794-42b8-967f-dde3aa9945d9 · inbound
FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models cites this paper.
FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 58
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T20:47:22.353817Z
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 2846d208-3a21-46b6-b78c-045c34d4b209 · inbound
Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation cites this paper.
Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 83
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T06:14:18.677689Z
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 f0bf03bd-b913-41d3-87db-c4dce61f46b1 · inbound
Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation cites this paper.
Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 83
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T07:05:28.614791Z
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 223d4551-fc36-443d-a35a-b05f04b01959 · inbound
See Only When Needed: Context-Aware Attention Intervention for Mitigating Hallucinations in LVLMs cites this paper.
See Only When Needed: Context-Aware Attention Intervention for Mitigating Hallucinations in LVLMs Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 49
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T06:54:20.808410Z
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 79330b91-c5f7-4b08-b3be-d06771b945e7 · inbound
ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs cites this paper.
ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 42
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T06:55:29.462643Z
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 e20d3f0b-19cc-4701-ba55-4bb4a10725ac · inbound
HalluScope: Fine-grained Hallucination Diagnosis for Multimodal Large Language Models cites this paper.
HalluScope: Fine-grained Hallucination Diagnosis for Multimodal Large Language Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T08:33:11.923796Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8752ce9a-9a96-4d1a-8a8b-7dd2199462dc · inbound
SocietyBench: Forecasting Counterfactual Social-World Evolution cites this paper.
SocietyBench: Forecasting Counterfactual Social-World Evolution Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T04:17:18.606662Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.