Paper Citation Record · LEDGER

Compositional Image Retrieval via Instruction-Aware Contrastive Learning

As of 12 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 4 inbound Pith citation observations for arXiv:2412.05756.

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

pith.paper-citation-record.v1
2412.05756 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:28:39.587387Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:14:36.479575Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:49:57.653860Z

Reference resolution

59 of 59 outbound references displayed

verified exact2
verified fuzzy26
unresolved31
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe4579b8-7c84-4040-99ec-ea33b2c5b376 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.061159Z

Source-reported events for the cited work

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Observation 6b4bc66d-2da8-47f4-91b5-79d34442d652 · outbound

This paper cites GPT-4 Technical Report.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.082738Z

Source-reported events for the cited work

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Observation 0488177e-37a3-45e0-8c7e-9a0357350780 · outbound

This paper cites iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.125412Z

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Observation 8c5bf4f5-e147-47aa-980c-2ce4518e9465 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.149769Z

Source-reported events for the cited work

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Observation d909b817-4055-4144-ad10-2425a21afc38 · outbound

This paper cites Zero-shot composed image retrieval with textual inversion, 2023.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Zero-shot composed image retrieval with textual inversion, 2023

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.980981Z

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Observation ec82d223-912b-4fe8-a361-38d1a665db99 · outbound

This paper cites Zero-shot composed image retrieval with textual inversion.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Zero-shot composed image retrieval with textual inversion

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.159922Z

Source-reported events for the cited work

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Observation ea801c9e-2069-4fea-ba41-0357a6647fa6 · outbound

This paper cites Leveraging large language models for multimodal search.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Leveraging large language models for multimodal search

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.866825Z

Source-reported events for the cited work

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Observation d9bfedf3-3047-4333-b19d-681570ffc15e · outbound

This paper cites Language Models are Few-Shot Learners.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Language Models are Few-Shot Learners

Reference 8

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Source-reported events for the cited work

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Observation d00ffdd2-f22e-4ffa-ab8c-02c2d6f1dda2 · outbound

This paper cites An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval

Reference 9

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Observation ba80f392-ff8a-4b30-97bb-038ed2131cd1 · outbound

This paper cites ShareGPT4V: Improving Large Multi-Modal Models with Better Captions.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning ShareGPT4V: Improving Large Multi-Modal Models with Better Captions

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.182222Z

Source-reported events for the cited work

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Observation a4d79d16-9be5-46af-b122-948929647e09 · outbound

This paper cites A simple framework for contrastive learning of visual representations.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning A simple framework for contrastive learning of visual representations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.188509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d320a3c9-d50a-4b6a-b87c-5d377f1eae19 · outbound

This paper cites Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.825169Z

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Observation 4025ca91-fb83-4e40-959d-aac49698a04c · outbound

This paper cites Scaling instruction- finetuned language models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Scaling instruction- finetuned language models

Reference 13

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Observation bae50a6f-0b0f-4db8-a8a2-c69365d3a179 · outbound

This paper cites Xtuner: A toolkit for efficiently fine-tuning llm.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Xtuner: A toolkit for efficiently fine-tuning llm

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.787846Z

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Observation ccc32b6a-e4a1-4fa8-8935-8c7536e4e9bd · outbound

This paper cites InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD

Reference 15

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Observation e75f1fbf-4f80-4508-bae6-53d8f2d1c453 · outbound

This paper cites Image2Sentence based Asymmetrical Zero-shot Composed Image Retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Image2Sentence based Asymmetrical Zero-shot Composed Image Retrieval

Reference 16

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Source-reported events for the cited work

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Observation 5401473b-e092-41a8-beda-0baac29ebf6a · outbound

This paper cites Language-only efficient training of zero- shot composed image retrieval–appendix–.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Language-only efficient training of zero- shot composed image retrieval–appendix–

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.745152Z

Source-reported events for the cited work

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Observation 334a1f4e-2acb-4896-88ba-7c9bc268d5c5 · outbound

This paper cites CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:38.268822Z

Source-reported events for the cited work

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Observation 14399c4d-679c-49c0-bc67-787fcd52882e · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning LoRA: Low-Rank Adaptation of Large Language Models

Reference 19

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Observation 24075eff-2837-44c3-bff7-dc206592f60b · outbound

This paper cites Spherical Linear Interpolation and Text-Anchoring for Zero-shot Composed Image Retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Spherical Linear Interpolation and Text-Anchoring for Zero-shot Composed Image Retrieval

Reference 20

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Source-reported events for the cited work

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Observation e4488461-2813-439f-b85d-2dd46ef5673f · outbound

This paper cites Visual delta generator with large multi-modal models for semi-supervised composed image retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Visual delta generator with large multi-modal models for semi-supervised composed image retrieval

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.666815Z

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Observation da375af5-811b-47ec-aedc-551e13edd096 · outbound

This paper cites Scaling Sentence Embeddings with Large Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Scaling Sentence Embeddings with Large Language Models

Reference 22

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Observation 0a486c30-e9e5-490c-a9af-1026c69cacb5 · outbound

This paper cites E5-V: Universal Embeddings with Multimodal Large Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning E5-V: Universal Embeddings with Multimodal Large Language Models

Reference 23

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Observation 15e232e7-0357-45ac-a97f-0406eca3b912 · outbound

This paper cites Vision-by-Language for Training-Free Compositional Image Retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Vision-by-Language for Training-Free Compositional Image Retrieval

Reference 24

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Observation 1e0fa9cd-c0cf-4ae9-b42d-a5049e1a6a6b · outbound

This paper cites Grounding language models to images for multimodal inputs and outputs.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Grounding language models to images for multimodal inputs and outputs

Reference 25

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Observation 59cbec90-3ee0-49b6-a1e9-860b5e298810 · outbound

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

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 26

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Observation a8e6a41d-8ecd-4639-b354-9fae0fccd4a2 · outbound

This paper cites Improving context understanding in multi- modal large language models via multimodal composition learning.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Improving context understanding in multi- modal large language models via multimodal composition learning

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.599678Z

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Observation 8be22f4c-8343-4f4e-a7e4-e46acc24ce45 · outbound

This paper cites Microsoft coco: Common objects in context.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Microsoft coco: Common objects in context

Reference 28

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Observation 28076032-59d4-4bfc-88f5-7972ff5da59b · outbound

This paper cites Improved baselines with visual instruction tuning, 2023.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Improved baselines with visual instruction tuning, 2023

Reference 29

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Observation d8bb9fe8-6475-4e19-bed9-d79013b6cdf8 · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 30

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Observation 50dcfcfa-b9ef-4a01-945e-619e9309aa5a · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 31

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Observation d63ff2e8-ed48-4e5e-8d61-3ffefcaee84a · outbound

This paper cites Visual instruction tuning.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Visual instruction tuning

Reference 32

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Observation d1c5c96f-d2fc-4b84-aab7-f86ee42cd1dd · outbound

This paper cites Image retrieval on real-life images with pre-trained vision-and-language models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Image retrieval on real-life images with pre-trained vision-and-language models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.308028Z

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Observation 043148bf-ef48-4b2f-9a20-7f9362be0d4a · outbound

This paper cites Image retrieval on real-life images with pre- trained vision-and-language models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Image retrieval on real-life images with pre- trained vision-and-language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.178420Z

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Observation 4d6e0c25-73b0-44ac-a678-d5bd30e6ea41 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Representation Learning with Contrastive Predictive Coding

Reference 35

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This paper cites Training language models to follow instructions with human feedback.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Training language models to follow instructions with human feedback

Reference 36

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Observation 0e928b77-cd43-4554-9d3d-c9fae0e61cbd · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Learning transferable visual models from natural language supervi- sion

Reference 37

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Observation 78ca80f0-4fcb-43e3-987a-ea740e5bb187 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Direct preference optimization: Your language model is secretly a reward model

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:43.042379Z

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Observation 5fd95c1c-dd2c-4b52-a9be-087933cc9264 · outbound

This paper cites Zero: Memory optimizations toward training trillion parameter models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Zero: Memory optimizations toward training trillion parameter models

Reference 39

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Observation 7949d080-3ec7-47ad-a565-a4f532d09f9a · outbound

This paper cites Pic2word: Mapping pictures to words for zero-shot composed image retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Pic2word: Mapping pictures to words for zero-shot composed image retrieval

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:42.957568Z

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Observation 6041b27e-9247-4c4f-907c-c41c2f929955 · outbound

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

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Conceptual captions: A cleaned, hypernymed, im- age alt-text dataset for automatic image captioning

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:42.819721Z

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Observation 7645cde4-abe7-45c5-a75c-4d30078de11b · outbound

This paper cites ”foil it! find one mismatch between image and language caption”.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning ”foil it! find one mismatch between image and language caption”

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:42.801465Z

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Observation 5262a08a-2df5-432f-bcd6-e2392b3808a9 · outbound

This paper cites Knowledge-enhanced dual-stream zero-shot composed im- age retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Knowledge-enhanced dual-stream zero-shot composed im- age retrieval

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:42.734509Z

Source-reported events for the cited work

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Observation 3a1f294d-5a88-4a43-a772-119e6c1bea2a · outbound

This paper cites Context-i2w: Mapping images to context-dependent words for accurate zero-shot composed image retrieval.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Context-i2w: Mapping images to context-dependent words for accurate zero-shot composed image retrieval

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:42.450794Z

Source-reported events for the cited work

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Observation 4edf9d82-ba3d-4c36-b8c5-f78db82cab71 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 45

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Observation ad6ba9f9-fe8e-4ca0-87ea-7324613c8ef4 · outbound

This paper cites Genecis: A benchmark for general conditional image similarity.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Genecis: A benchmark for general conditional image similarity

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:41.889403Z

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Observation a5ecbf14-ff90-479b-8c1b-5834f36de698 · outbound

This paper cites Covr: Learning composed video retrieval from web video captions.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Covr: Learning composed video retrieval from web video captions

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:41.524875Z

Source-reported events for the cited work

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Observation aefc1b5b-c1c5-40a8-8961-fb062b484464 · outbound

This paper cites Improving Text Embeddings with Large Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Improving Text Embeddings with Large Language Models

Reference 48

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Source-reported events for the cited work

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Observation ad0242fd-a5d9-4639-bf61-2642203c8a32 · outbound

This paper cites Uniir: Training and benchmarking universal multimodal information retriev- ers, 2023.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Uniir: Training and benchmarking universal multimodal information retriev- ers, 2023

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:41.376774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 47e0b32b-6939-4a80-81db-5d4f3378a4c5 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:41.141585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0589c548-8de5-42f5-8fde-62c8d1523fb8 · outbound

This paper cites The fashion iq dataset: Retrieving images by combining side information and relative natural language feedback.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning The fashion iq dataset: Retrieving images by combining side information and relative natural language feedback

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:40.692496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41e306a9-bec9-471c-a9fb-9b6e9da5f6dd · outbound

This paper cites A Survey on Multimodal Large Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning A Survey on Multimodal Large Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:39.473351Z

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Observation daa16a05-d6c2-4846-92eb-d10f58f21792 · outbound

This paper cites Attention Prompting on Image for Large Vision-Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Attention Prompting on Image for Large Vision-Language Models

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:28:39.870518Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef230554-b52f-4ca9-869d-2f6d63fd3f24 · outbound

This paper cites MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:39.559321Z

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Observation f8678ae0-270c-4fbf-9603-87bbd416ba53 · outbound

This paper cites Instruction tuning for large language models: A survey.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Instruction tuning for large language models: A survey

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:39.565645Z

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Observation b1cfea2a-9079-4ae6-9a05-af8255e62337 · outbound

This paper cites A Survey of Large Language Models.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning A Survey of Large Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:39.570872Z

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Observation ba48bfc9-ffcf-4282-b8da-3fd151b706f8 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in Neural Information Processing Systems, 36:46595–46623, 2023.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in Neural Information Processing Systems, 36:46595–46623, 2023

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T20:28:39.576272Z

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Observation 4fbdb120-1a1c-4708-bc82-48dc3dbc8dc6 · outbound

This paper cites a very typical bus station.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning a very typical bus station

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:40.547856Z

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Observation 1d224a39-7b9b-48cd-a60f-ed5d5e171257 · outbound

This paper cites Table 8 shows the sizes of training datasets.

Compositional Image Retrieval via Instruction-Aware Contrastive Learning Table 8 shows the sizes of training datasets

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:28:40.386621Z

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Pith citing papers

Observation fe1fac11-dc12-4666-acb2-990a031842ad · inbound

MLLM-Guided VLM Fine-Tuning with Joint Inference for Zero-Shot Composed Image Retrieval cites this paper.

MLLM-Guided VLM Fine-Tuning with Joint Inference for Zero-Shot Composed Image Retrieval Compositional Image Retrieval via Instruction-Aware Contrastive Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:14:36.479575Z

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Observation 7159ee2e-b43d-4a3d-a704-81725a921591 · inbound

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval cites this paper.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Compositional Image Retrieval via Instruction-Aware Contrastive Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.059408Z

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Observation f0d5ce91-7dd8-4804-9186-84cdc4b9e03a · inbound

Geometry-Aware CLIP Retrieval via Local Cross-Modal Alignment and Steering cites this paper.

Geometry-Aware CLIP Retrieval via Local Cross-Modal Alignment and Steering Compositional Image Retrieval via Instruction-Aware Contrastive Learning

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:50:58.111382Z

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Observation 12930f30-d7d0-482c-ab7b-941ac426ffdd · inbound

Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent cites this paper.

Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent Compositional Image Retrieval via Instruction-Aware Contrastive Learning

Reference 96

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:49:57.656128Z

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