Paper Citation Record · LEDGER

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2507.12819.

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

pith.paper-citation-record.v1
2507.12819 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:42:41.589550Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

23 of 23 outbound references displayed

verified exact1
verified fuzzy16
unresolved6
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 81f8f49a-04f6-4809-9cb8-970f61663e0c · outbound

This paper cites Composing text and image for image retrieval-an empirical odyssey,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Composing text and image for image retrieval-an empirical odyssey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.720576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4832dcfc-95ea-495b-855c-17d9f453621b · outbound

This paper cites Empowering things with intelligence: a survey of the progress, challenges, and opportunities in artificial intelligence of things,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Empowering things with intelligence: a survey of the progress, challenges, and opportunities in artificial intelligence of things,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.685272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30e1723e-ef9d-4d0c-bc1c-dd1b2926997f · outbound

This paper cites Comprehensive linguistic-visual composition network for image retrieval,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Comprehensive linguistic-visual composition network for image retrieval,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.650430Z

Source-reported events for the cited work

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Observation b2ba50e7-45c0-4617-8c03-34eb87fd83f7 · outbound

This paper cites Pic2Word: mapping pictures to words for zero-shot composed image retrieval,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Pic2Word: mapping pictures to words for zero-shot composed image retrieval,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.626490Z

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Observation b6e24ca7-368d-4b57-92ea-9b3a1b36a79b · outbound

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

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Zero-shot composed image retrieval with textual inversion,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.604204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b84fd4e-3807-48a2-8b34-830cf3601919 · outbound

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

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Learning transferable visual models from natural language supervision,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.573699Z

Source-reported events for the cited work

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Observation b8ea230b-1b02-4063-89f3-427c1cb390ea · outbound

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

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Vision-by-Language for Training-Free Compositional Image Retrieval

Reference 7

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Source-reported events for the cited work

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Observation f2677aa7-1298-4c39-b0e3-a1514ec44397 · outbound

This paper cites Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:40.294719Z

Source-reported events for the cited work

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Observation b6876391-5553-4c3c-8555-dc856e0fe008 · outbound

This paper cites Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:41.886936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 75600d3d-57e3-46dc-a89d-768bd572b139 · outbound

This paper cites MLLM-I2W: Harnessing multimodal large language model for zero-shot composed image retrieval,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval MLLM-I2W: Harnessing multimodal large language model for zero-shot composed image retrieval,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.537891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dde1f7b1-60ee-48c6-9e1b-1438bb608df1 · outbound

This paper cites LDRE: LLM- based divergent reasoning and ensemble for zero-shot composed image retrieval,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval LDRE: LLM- based divergent reasoning and ensemble for zero-shot composed image retrieval,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.507434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a50fa821-9c3a-4479-a908-28068670d6ca · outbound

This paper cites CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:40.679643Z

Source-reported events for the cited work

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Observation ccd282ff-b2e9-4ffa-af29-1d0d3ab50885 · outbound

This paper cites Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:40.759011Z

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Observation 19120313-263d-4f96-9a8d-f985e431bf38 · outbound

This paper cites FashionIQ: A new dataset towards retrieving images by natural language feedback,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval FashionIQ: A new dataset towards retrieving images by natural language feedback,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.453556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 46acbf82-91e7-4f01-a94c-942f8124413c · outbound

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

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Image retrieval on real-life images with pre-trained vision-and-language models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.402494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation af994da3-3793-42f0-967c-79767955948b · outbound

This paper cites CompoDiff: Versatile composed image retrieval with latent diffusion,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval CompoDiff: Versatile composed image retrieval with latent diffusion,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.366372Z

Source-reported events for the cited work

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Observation f0876b80-814f-4d2e-ae37-b930f349dd71 · outbound

This paper cites Language-only training of zero-shot composed image retrieval,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Language-only training of zero-shot composed image retrieval,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.340048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2426016c-dbeb-450a-8f37-92e0f5efe328 · outbound

This paper cites Uncertainty-aware mesh decoder for high fidelity 3d face reconstruction,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Uncertainty-aware mesh decoder for high fidelity 3d face reconstruction,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.316113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63c499ca-cd52-412f-ba88-864883870e97 · outbound

This paper cites Automatic video parsing using shot boundary detection and camera operation analysis,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Automatic video parsing using shot boundary detection and camera operation analysis,

Reference 19

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c4e1d60-798d-4f73-8bcc-c02772985bca · outbound

This paper cites Multilayer cluster neural network for totally unconstrained handwritten numeral recognition,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Multilayer cluster neural network for totally unconstrained handwritten numeral recognition,

Reference 20

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Source-reported events for the cited work

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Observation 1de288a4-7267-4e57-b0cf-593acb385301 · outbound

This paper cites Information captur- ing camera and developmental issues,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Information captur- ing camera and developmental issues,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.224281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cef5f7c5-0d66-4539-abc6-1442534e1663 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Gemini: A Family of Highly Capable Multimodal Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:41.513713Z

Source-reported events for the cited work

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Observation ee92c5c1-ac7b-4ecc-945b-7999fe75fe63 · outbound

This paper cites Multiresolution recog- nition of unconstrained handwritten numerals with wavelet transform and multilayer cluster neural network,.

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval Multiresolution recog- nition of unconstrained handwritten numerals with wavelet transform and multilayer cluster neural network,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:42.157972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

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