Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-11T01:25:41.549837Z
Paper Citation Record · LEDGER
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding
As of 6 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2605.06679.
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 2026-08-06T06:34:29.942622+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
Reference resolution
46 of 46 outbound references displayed
- verified exact5
- verified fuzzy41
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 13d73112-c3f3-4010-aace-2c7ee87477a2 · outbound
This paper cites Mitigating object hallucinations in large vision- language models with assembly of global and local attention.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Mitigating object hallucinations in large vision- language models with assembly of global and local attention
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.156865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c61b65fb-6ee2-4e1a-b634-2600e0bfb056 · outbound
This paper cites Qwen-vl: A versatile vision-language model for un- derstanding, localization, text reading, and beyond.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Qwen-vl: A versatile vision-language model for un- derstanding, localization, text reading, and beyond
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.143220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8cef9147-36e2-460a-aff0-2136a6912504 · outbound
This paper cites Hallucination of multimodal large language models: A survey.arXiv e-prints, pages arXiv–2404.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Hallucination of multimodal large language models: A survey.arXiv e-prints, pages arXiv–2404
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.158570Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 486e7857-849f-4f42-babc-626ce1c1a52b · outbound
This paper cites Comment: Microarrays, empirical bayes and the two-group model.Statist.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Comment: Microarrays, empirical bayes and the two-group model.Statist
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.154706Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 36031364-3d28-4cf9-9a92-b5b3cfd93752 · outbound
This paper cites Multi-object hallucination in vision language mod- els.Advances in Neural Information Processing Systems, 37:44393–44418.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Multi-object hallucination in vision language mod- els.Advances in Neural Information Processing Systems, 37:44393–44418
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.147418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cb69d350-3339-492d-9927-4d9eddaa3b9a · outbound
This paper cites On some recent advances on high dimensional bayesian statistics.ESAIM: Proceedings and Surveys, 51:293–319.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding On some recent advances on high dimensional bayesian statistics.ESAIM: Proceedings and Surveys, 51:293–319
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.152935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0b8508ec-9deb-4897-b166-6515b048b61c · outbound
This paper cites Instructblip: Towards general-purpose vision- language models with instruction tuning.Advances in neural information processing systems, 36:49250–49267.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Instructblip: Towards general-purpose vision- language models with instruction tuning.Advances in neural information processing systems, 36:49250–49267
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.151185Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 511720ac-f315-418a-8ccf-375c47c4f5f0 · outbound
This paper cites Plug and play language models: A simple approach to controlled text generation.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Plug and play language models: A simple approach to controlled text generation
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.145441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 03cb62ca-5535-44b6-bf40-22801f41b3a4 · outbound
This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding An image is worth 16x16 words: Transformers for image recognition at scale
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.160411Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cf9d2928-196a-48b4-9f6a-a768818c6602 · outbound
This paper cites Hallusionbench: an advanced diagnos- tic suite for entangled language hallucination and visual il- lusion in large vision-language models.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Hallusionbench: an advanced diagnos- tic suite for entangled language hallucination and visual il- lusion in large vision-language models
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.081711Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 022a5088-8b22-4b50-8791-74f9048968c7 · outbound
This paper cites Detecting and preventing hallucinations in large vision language models.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Detecting and preventing hallucinations in large vision language models
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.123981Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fcb38fb8-5e54-4682-bb8e-d12298cad749 · outbound
This paper cites Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.125734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0d1d5b66-7dde-4186-bde0-95a5454abf47 · outbound
This paper cites Bliva: A simple multimodal llm for better handling of text-rich visual questions.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Bliva: A simple multimodal llm for better handling of text-rich visual questions
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.133369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e1e989a4-c650-47db-af57-9e7ce46c5b37 · outbound
This paper cites A survey on hal- lucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Infor- mation Systems, 43(2):1–55.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding A survey on hal- lucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Infor- mation Systems, 43(2):1–55
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.141489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d5a6008d-83c8-425d-9407-13ac26982e0d · outbound
This paper cites Opera: Alleviating hallucination in multi- modal large language models via over-trust penalty and retrospection-allocation.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Opera: Alleviating hallucination in multi- modal large language models via over-trust penalty and retrospection-allocation
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.127873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a7d014e3-aa3e-4948-9d3f-e08f224ed4ea · outbound
This paper cites Gqa: A new dataset for real-world visual reasoning and compositional question answering.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Gqa: A new dataset for real-world visual reasoning and compositional question answering
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.116061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9a73a940-a5c4-4d95-be9c-81bef7b6b098 · outbound
This paper cites Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T04:25:57.216356Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a7b5e0ad-a670-4609-8ea7-2143d2e3c0e6 · outbound
This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.113703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d7dccb8d-9d71-4b01-bdf4-fda17d7be417 · outbound
This paper cites Streamlining prediction in bayesian deep learning.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Streamlining prediction in bayesian deep learning
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.117978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6bffd226-0cfa-4a30-9064-924f0027157e · outbound
This paper cites Evaluating object hallucination in large vision-language models.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Evaluating object hallucination in large vision-language models
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.120155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3f09176a-4c26-433c-b393-4284aca93ae6 · outbound
This paper cites A multi-label detection deep learning model with attention-guided image enhancement for retinal images.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding A multi-label detection deep learning model with attention-guided image enhancement for retinal images
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.108056Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3cddec10-1d66-4d1f-8380-9d2b7c37b436 · outbound
This paper cites Mind the gap: Understanding the modality gap in multi-modal contrastive representation learning.Advances in Neural Information Processing Sys- tems, 35:17612–17625.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Mind the gap: Understanding the modality gap in multi-modal contrastive representation learning.Advances in Neural Information Processing Sys- tems, 35:17612–17625
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.109998Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 469427e4-c2f6-4c34-93a7-27769c9406e9 · outbound
This paper cites Microsoft coco: Common objects in context.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Microsoft coco: Common objects in context
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.149155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8c15b58c-5e57-45ba-97af-ac4b1f70934e · outbound
This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.104038Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4628cd45-a0c4-4092-9630-309c5ed4c7c7 · outbound
This paper cites Improved baselines with visual instruction tuning.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Improved baselines with visual instruction tuning
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.129923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b093f4ba-be1d-4cb0-8575-5f3ec8abd24e · outbound
This paper cites Reducing hallucina- tions in large vision-language models via latent space steer- ing.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Reducing hallucina- tions in large vision-language models via latent space steer- ing
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.131684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2846ad89-5da2-41ab-8d90-dca5fc542d7c · outbound
This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding DeepSeek-VL: Towards Real-World Vision-Language Understanding
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T17:58:54.896552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8365878f-dc31-4b92-9d51-4baaaa51e2dd · outbound
This paper cites Training language models to follow instructions with human feedback.Ad- vances in neural information processing systems, 35:27730– 27744.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Training language models to follow instructions with human feedback.Ad- vances in neural information processing systems, 35:27730– 27744
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.101776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 89bf3289-1d2a-4572-8d0e-a7b8923e21e2 · outbound
This paper cites Event co-occurrences for prompt- based generative event argument extraction.Scientific Re- ports, 14(1):31377.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Event co-occurrences for prompt- based generative event argument extraction.Scientific Re- ports, 14(1):31377
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.106194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 28d241a8-f170-42d0-a47d-dbbdde2e0ad7 · outbound
This paper cites Deep multi-scale at- tentional features for medical image segmentation.Applied Soft Computing, 109:107445.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Deep multi-scale at- tentional features for medical image segmentation.Applied Soft Computing, 109:107445
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.111863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7ccaa4ae-1b0d-4250-bb77-b51b248bbf18 · outbound
This paper cites Object hallucination in image cap- tioning.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Object hallucination in image cap- tioning
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.122226Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 839af132-3938-4a8a-a4d3-f126457cf2aa · outbound
This paper cites A-okvqa: A benchmark for visual question answering using world knowl- edge.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding A-okvqa: A benchmark for visual question answering using world knowl- edge
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.099045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 88ac5db4-53fb-499b-ad6d-7616dbead18d · outbound
This paper cites Towards understanding the modality gap in clip.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Towards understanding the modality gap in clip
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.097321Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f3fc0198-8a95-4b69-b579-0257051b3678 · outbound
This paper cites Large vision-language model alignment and misalignment: A survey through the lens of explainability.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Large vision-language model alignment and misalignment: A survey through the lens of explainability
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T04:25:57.164203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 44969771-3c45-47dd-90bb-76816de3e6c4 · outbound
This paper cites Attention-guided sample-based feature enhance- ment network for crowded pedestrian detection using vision sensors.Sensors, 24(19):6350.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Attention-guided sample-based feature enhance- ment network for crowded pedestrian detection using vision sensors.Sensors, 24(19):6350
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.093636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 70146606-dbf8-4ddc-9251-ff536b6b6a2a · outbound
This paper cites Gemini: A Family of Highly Capable Multimodal Models.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Gemini: A Family of Highly Capable Multimodal Models
Reference 36
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T04:25:57.193343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0174c04b-d95f-41dc-96e7-50fcf3e0380f · outbound
This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T09:16:17.933281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 04c16c70-22f9-4808-8548-3cf7589b2c80 · outbound
This paper cites Recent advances in algebraic geometry and bayesian statistics.Information Geometry, 7(Suppl 1): 187–209.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Recent advances in algebraic geometry and bayesian statistics.Information Geometry, 7(Suppl 1): 187–209
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.095591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5320d2df-235e-4d8f-9fe4-66fa38d79037 · outbound
This paper cites Qwen3 technical report.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Qwen3 technical report
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.089115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 02d29f06-bccf-4ed4-a2bb-b7058c15300c · outbound
This paper cites Mitigat- ing hallucination in large vision-language models via mod- ular attribution and intervention.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Mitigat- ing hallucination in large vision-language models via mod- ular attribution and intervention
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.091371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e07d7dcb-118b-4d30-ab46-25e0c6c6b071 · outbound
This paper cites Clearsight: Vi- sual signal enhancement for object hallucination mitigation in multimodal large language models.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Clearsight: Vi- sual signal enhancement for object hallucination mitigation in multimodal large language models
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.135341Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 39e2e36c-9224-45b3-a412-a3200eccb4b8 · outbound
This paper cites A survey on multimodal large language models.National Science Review, 11(12): nwae403.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding A survey on multimodal large language models.National Science Review, 11(12): nwae403
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.137137Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1c625fd3-8c36-422f-bba4-c8e940004b09 · outbound
This paper cites Vision-language models for vision tasks: A survey.IEEE transactions on pattern analysis and machine intelligence, 46(8):5625–5644.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Vision-language models for vision tasks: A survey.IEEE transactions on pattern analysis and machine intelligence, 46(8):5625–5644
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.087465Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 540c2ac4-70e7-4724-9f82-e34a24076fae · outbound
This paper cites Investigating and mitigating the multimodal halluci- nation snowballing in large vision-language models.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Investigating and mitigating the multimodal halluci- nation snowballing in large vision-language models
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.083653Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation db768e95-0a88-4d9a-90a2-32a3346fe838 · outbound
This paper cites Learning to prompt for vision-language models.In- ternational Journal of Computer Vision, 130(9):2337–2348.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Learning to prompt for vision-language models.In- ternational Journal of Computer Vision, 130(9):2337–2348
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.139634Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 82d6c7c5-6efd-4a07-bffa-02f5c0ae0c43 · outbound
This paper cites Ibd: Alleviating hallucinations in large vision- language models via image-biased decoding.
Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding Ibd: Alleviating hallucinations in large vision- language models via image-biased decoding
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-14T16:27:10.085522Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
No inbound Pith citation observations are available.