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Paper Citation Record · LEDGER

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2607.28986.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.28986 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:58:45.433734Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

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External citation measurements

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Outbound references

Observation 5627ffab-96fe-4073-beb5-8f53e77b3fa6 · outbound

This paper cites ClipCap: CLIP Prefix for Image Captioning.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning ClipCap: CLIP Prefix for Image Captioning

Reference 1

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Observation ad83ab27-26fa-4c61-882f-aa8798243383 · outbound

This paper cites Language models are unsupervised multitask learners,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Language models are unsupervised multitask learners,

Reference 2

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Observation 2a44bd12-5c07-4c6c-9f4d-8e942c283bf0 · outbound

This paper cites Text-only training for image captioning using noise-injected clip,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Text-only training for image captioning using noise-injected clip,

Reference 3

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Observation 44771dda-60f6-4b79-9cec-298d405be4c9 · outbound

This paper cites Decap: Decoding CLIP latents for zero-shot captioning via text-only training,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Decap: Decoding CLIP latents for zero-shot captioning via text-only training,

Reference 4

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Observation 7947e6e4-f7a6-46ab-b6e3-07829f9101a0 · outbound

This paper cites Transferable decoding with visual entities for zero-shot image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Transferable decoding with visual entities for zero-shot image captioning,

Reference 5

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Observation 189ffc23-07d8-4096-a10a-0ac49229bb89 · outbound

This paper cites Meacap: Memory-augmented zero-shot image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Meacap: Memory-augmented zero-shot image captioning,

Reference 6

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Observation c4439427-2362-492f-9b2e-b64535c76846 · outbound

This paper cites Ifcap: Image-like retrieval and frequency-based entity filtering for zero-shot captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Ifcap: Image-like retrieval and frequency-based entity filtering for zero-shot captioning,

Reference 7

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Observation 960a2440-c363-4372-881b-7efd265ca737 · outbound

This paper cites Microsoft coco: Common objects in context,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Microsoft coco: Common objects in context,

Reference 8

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Observation 90f35b11-1843-46a1-b5fc-c30f802cfbb0 · outbound

This paper cites Deep visual-semantic alignments for generating image descriptions,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Deep visual-semantic alignments for generating image descriptions,

Reference 9

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Observation d9101838-d9e1-4c49-a2f6-86f3ec13867e · outbound

This paper cites Negative entity suppression for zero-shot captioning with synthetic images,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Negative entity suppression for zero-shot captioning with synthetic images,

Reference 10

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Observation 7787dae4-e9fb-468f-a8e1-f44b59d7c100 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Learning transferable visual models from natural language supervision,

Reference 11

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Observation a10b080f-8cfc-464f-9126-4f186749e37e · outbound

This paper cites Reproducible scaling laws for contrastive language-image learning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Reproducible scaling laws for contrastive language-image learning,

Reference 12

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Observation 42b4f70f-73ff-438d-a627-04d9237b8074 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation,

Reference 13

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Observation 78b0dcf4-d224-4307-a847-f967b8a28474 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions,

Reference 14

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Observation 7ccc8551-04de-4120-9a8b-7ef6dd8a5806 · outbound

This paper cites Flickr30k entities: Collecting region-to-phrase corre- spondences for richer image-to-sentence models,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Flickr30k entities: Collecting region-to-phrase corre- spondences for richer image-to-sentence models,

Reference 15

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Observation e82a290b-1d8f-436c-913f-bea19500fb11 · outbound

This paper cites Nocaps: Novel object captioning at scale,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Nocaps: Novel object captioning at scale,

Reference 16

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Observation dc53cf64-c11e-4a7f-b68c-386203b3f4b7 · outbound

This paper cites Sampling-based approximations to minimum bayes risk decoding for neural machine translation,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Sampling-based approximations to minimum bayes risk decoding for neural machine translation,

Reference 17

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Observation a56668e8-4078-4a2c-b87a-78f95cacb825 · outbound

This paper cites Learning to rank: from pairwise approach to listwise approach,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Learning to rank: from pairwise approach to listwise approach,

Reference 18

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Observation b39701a0-4f1c-4f89-932d-72729e4af4cd · outbound

This paper cites Zerocap: Zero-shot image-to-text generation for visual-semantic arithmetic,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Zerocap: Zero-shot image-to-text generation for visual-semantic arithmetic,

Reference 19

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Observation 29dba067-8766-412f-99e3-33e03a8f1616 · outbound

This paper cites Language Models Can See: Plugging Visual Controls in Text Generation.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Language Models Can See: Plugging Visual Controls in Text Generation

Reference 20

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Observation 9c47659c-c5bc-48f4-84b0-3ab7babc2822 · outbound

This paper cites Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,

Reference 21

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Observation 0ccb45c9-ee5b-4cb2-9932-f1eb344c63bb · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Instructblip: Towards general-purpose vision-language models with instruction tuning,

Reference 22

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Observation bbb4196e-ae0a-4d29-8d4f-db03d786f8ad · outbound

This paper cites Visual instruction tuning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Visual instruction tuning,

Reference 23

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Observation 85bcb24d-a3b3-4017-a7af-b02c3d39b087 · outbound

This paper cites Improving cross-modal alignment with synthetic pairs for text-only image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Improving cross-modal alignment with synthetic pairs for text-only image captioning,

Reference 24

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Observation 76203868-2826-4647-86c1-d6993d6d985b · outbound

This paper cites High- resolution image synthesis with latent diffusion models,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning High- resolution image synthesis with latent diffusion models,

Reference 25

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Observation a11d0cb2-cad7-4a6c-bf18-e13a68fc1f4c · outbound

This paper cites Unleashing text-to-image diffusion prior for zero-shot image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Unleashing text-to-image diffusion prior for zero-shot image captioning,

Reference 26

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Observation d75a1179-0c63-4260-99f7-88ba09cb3a75 · outbound

This paper cites Clipscore: A reference-free evaluation metric for image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Clipscore: A reference-free evaluation metric for image captioning,

Reference 27

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Observation 34bcc67f-ce22-4e2c-b151-357518c2aebb · outbound

This paper cites Passage Re-ranking with BERT.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Passage Re-ranking with BERT

Reference 28

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Observation f986fbc8-60c5-4efd-82b9-ecc821a067c7 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Distilling the Knowledge in a Neural Network

Reference 29

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Observation a192281a-7491-4369-aaf3-1bd4a853b5b0 · outbound

This paper cites Prefix-tuning: Optimizing continuous prompts for generation,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Prefix-tuning: Optimizing continuous prompts for generation,

Reference 30

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Observation 2107e262-4378-4636-838c-29db20cc09a3 · outbound

This paper cites Laion- 5b: An open large-scale dataset for training next generation image-text models,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Laion- 5b: An open large-scale dataset for training next generation image-text models,

Reference 31

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Observation 8264e5f4-3c0b-4191-820b-6c1af899661d · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Gaussian Error Linear Units (GELUs)

Reference 32

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Observation 895f5754-5a62-49e6-9285-e3676fe3111b · outbound

This paper cites Rank aggregation methods for the web,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Rank aggregation methods for the web,

Reference 33

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Observation f32daf06-42a7-4009-9f28-c0d8646960e0 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Adam: A Method for Stochastic Optimization

Reference 34

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Observation c11bf561-c68b-4662-89d8-0e1c6dfeee7d · outbound

This paper cites Attention is all you need,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Attention is all you need,

Reference 35

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Observation 5df83295-208b-4dde-a573-75c9f4e1f706 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Bleu: a method for automatic evaluation of machine translation,

Reference 36

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Observation 84c7045d-c89c-449d-885b-adcd5f72b3b3 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,

Reference 37

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Observation afa0bb61-3eae-445c-a3a5-b9b22593f74b · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning ROUGE: A package for automatic evaluation of summaries,

Reference 38

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Observation a7274775-a681-49c5-b71d-c3052a40d370 · outbound

This paper cites Cider: Consensus- based image description evaluation,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Cider: Consensus- based image description evaluation,

Reference 39

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Observation a6e42ce8-5d70-4ff8-aa4d-50510b04bfcf · outbound

This paper cites Spice: Semantic propositional image caption evaluation,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Spice: Semantic propositional image caption evaluation,

Reference 40

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Observation 859d9eab-3db1-41e1-ba3b-7dd402a0489f · outbound

This paper cites Microsoft COCO Captions: Data Collection and Evaluation Server.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Microsoft COCO Captions: Data Collection and Evaluation Server

Reference 41

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Observation 7b66873d-7f5b-4589-87c2-a442f6340885 · outbound

This paper cites Object hallucination in image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Object hallucination in image captioning,

Reference 42

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Observation 1be8a418-5a40-4999-92b7-4d625cd96c1e · outbound

This paper cites Qwen2.5-vl technical report,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Qwen2.5-vl technical report,

Reference 43

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Observation 190abab3-4ce7-429e-bef2-5a0aea15d978 · outbound

This paper cites Lavis: A one-stop library for language-vision intelligence,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Lavis: A one-stop library for language-vision intelligence,

Reference 44

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Observation 538ea23e-26e3-44e2-a0eb-e49213f25971 · outbound

This paper cites Contrastive decoding: Open-ended text generation as optimization,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Contrastive decoding: Open-ended text generation as optimization,

Reference 45

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Observation b7a02436-b676-4569-bbc7-dc62ff66ac12 · outbound

This paper cites Conceptual captions: A cleaned, hypernymed, image alt-text dataset for automatic image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Conceptual captions: A cleaned, hypernymed, image alt-text dataset for automatic image captioning,

Reference 46

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Observation 0e804ed1-303f-4636-b22c-4ef2ca07f5ee · outbound

This paper cites Sigmoid loss for language image pre-training,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Sigmoid loss for language image pre-training,

Reference 47

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Observation c9634422-e47d-4302-9abc-ce96e95942ad · outbound

This paper cites Polos: Multimodal metric learning from human feedback for image captioning,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Polos: Multimodal metric learning from human feedback for image captioning,

Reference 48

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Observation 155d048a-4acf-4cef-bab2-d9934ed77f3e · outbound

This paper cites Aloha: A new measure for hallucination in captioning models,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Aloha: A new measure for hallucination in captioning models,

Reference 49

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Observation 7658975b-aea7-4c18-a952-9f6c8d3b3fe0 · outbound

This paper cites Capability: A comprehensive visual caption benchmark for evaluating both correctness and thoroughness,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Capability: A comprehensive visual caption benchmark for evaluating both correctness and thoroughness,

Reference 50

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Observation ca09a6e9-fd12-4602-9da9-5fe930eade80 · outbound

This paper cites Test-time adaptation with clip reward for zero-shot generalization in vision-language models,.

Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning Test-time adaptation with clip reward for zero-shot generalization in vision-language models,

Reference 51

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