Pith. sign in

Paper Citation Record · LEDGER

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval

As of 13 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 0 inbound Pith citation observations for arXiv:2604.05393.

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

pith.paper-citation-record.v1
2604.05393 v1

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:42:23.224746Z

measured 96 of 96 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

96 of 96 outbound references displayed

  • verified exact11
  • verified fuzzy59
  • unresolved25
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f403607-51fb-4df0-81e9-e4d7c3b693f2 · outbound

This paper cites Myvlm: Personalizing vlms for user-specific queries.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Myvlm: Personalizing vlms for user-specific queries

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.402088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:20d8cbdb8b8e3c830551f6a93de686b4502c714cadfa8fc81e56dba08f7c74e2

Observation b08dec16-f28f-4f7f-ab42-ccf6a89e4017 · outbound

This paper cites Qwen2.5-VL Technical Report.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Qwen2.5-VL Technical Report

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:35:50.494956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:52d71b86e7e1b4eba98f33be227b5377825c2a5b3be7cd62890482a705d50be6

Observation 3c45925e-0924-4d46-a843-7d465f5cffcc · outbound

This paper cites Products-10K: A Large-scale Product Recognition Dataset.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Products-10K: A Large-scale Product Recognition Dataset

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.555871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:0294ef87f94cf52b13e8a300366da077fc038a8a6fd886d85ec91eb0f6c4e060

Observation cbf1d0a1-6e18-441e-a693-5dca6c3475bd · outbound

This paper cites Sentence-level prompts benefit composed image retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Sentence-level prompts benefit composed image retrieval

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.447366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:0eba9e26cd28450fdb220e0e18424948e33d25837f50ae67aa9589831c3b3a0d

Observation bb81d620-4416-448e-b47b-ca2e0fc7fdb4 · outbound

This paper cites Effective conditioned and composed im- age retrieval combining clip-based features.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Effective conditioned and composed im- age retrieval combining clip-based features

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.471701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:df7d3d9e58a686c47a4f0f13b1e6c5adc7c1099c044eb72c7d21b321945201bd

Observation 1bc8f237-f0d6-4a11-bb62-64ebe7fd55d1 · outbound

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

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Zero-shot composed image retrieval with textual inversion

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.483357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:3299620dfdcaab4cf687f177f005279821adc93702400e7c0fb66d76c66def86

Observation 99f3b552-51f1-4128-a4fa-6789ce4d043a · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.431056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:9b97a65a4ece2b2b552d514293931a8d3f2a41ccbd01ef8c2d3eddda73a7158e

Observation 578dbf28-5bc4-4ad2-bf7e-31d803b2992f · outbound

This paper cites In- structpix2pix: Learning to follow image editing instructions.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval In- structpix2pix: Learning to follow image editing instructions

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.479593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:a2d5614d26f4be81aca95ce865a761c5b578236f74e4929765c2666973db092c

Observation ba52acb4-a918-443d-a6fe-61d630a04ee9 · outbound

This paper cites Conceptual 12m: Pushing web-scale image-text pre- training to recognize long-tail visual concepts.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Conceptual 12m: Pushing web-scale image-text pre- training to recognize long-tail visual concepts

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.411437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:c563be311a20e61a7ddb528ae8363b0da0cbda762e234df08f7aabcdaf8c8409

Observation f708ed09-2a69-4069-a672-7ba2d993468f · outbound

This paper cites Image search with text feedback by visiolinguistic attention learn- ing.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Image search with text feedback by visiolinguistic attention learn- ing

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.356130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:e2e486a1fb6071f672b14ca930ad0115b9a593da15668d1b8aa22e2962277253

Observation 2e7dc68b-190f-4fb6-9b7d-107d6f316933 · outbound

This paper cites this is my unicorn, fluffy.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval this is my unicorn, fluffy

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.636541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:13447135be3f2e44829bd2b0f9fe4b54b0683a02d78e977b902c467c82f8170c

Observation 0960d76e-603d-4672-be16-4bb5a32b8634 · outbound

This paper cites Artemis: Attention-based retrieval with text- explicit matching and implicit similarity.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Artemis: Attention-based retrieval with text- explicit matching and implicit similarity

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.368253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:dd2288d2110ba8980662083cf3ff73de57ac02b4d23268b3d3508d3a8f2221f9

Observation e491b7ab-7ffd-46ca-8047-81c3cc8fb1ea · outbound

This paper cites Deepfashion2: A versatile benchmark for de- tection, pose estimation, segmentation and re-identification of clothing images.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Deepfashion2: A versatile benchmark for de- tection, pose estimation, segmentation and re-identification of clothing images

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.361019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:e01bfc64e8f847e816804be437ad315f77a29a6af3a97aa435d1f0591e7bd71e

Observation 3b45942f-80e4-49d3-880a-6328c3ccf40e · outbound

This paper cites Deep image retrieval: Learning global representations for image search.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Deep image retrieval: Learning global representations for image search

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.588106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:35ee845a367acbda6f42db2f11cd378ce75ff8453faa23ec4a9c643886672443

Observation 4b646da1-9c82-41b1-9a08-8fd8a749276a · outbound

This paper cites Compodiff: Versatile composed image retrieval with latent diffusion.Transactions on Machine Learning Research.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Compodiff: Versatile composed image retrieval with latent diffusion.Transactions on Machine Learning Research

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.335594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:ae4caf3345cafd0b6aad7a879abde8a7bf9057129cb55d558d1db69d804eb2a3

Observation e6c38769-dac1-4f40-8e9c-7880a1b9fece · outbound

This paper cites Language-only training of zero-shot com- posed image retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Language-only training of zero-shot com- posed image retrieval

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.346427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:517d1abdbde157ce9fcc6653a1d4ea6fac19e06b8e4f8c7821fe161b60b769e8

Observation d9b362eb-1d8b-4f07-994a-0b2befce018d · outbound

This paper cites Celebrities-reid: A benchmark for clothes variation in long- term person re-identification.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Celebrities-reid: A benchmark for clothes variation in long- term person re-identification

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.316182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:e3d4d59388bc4f6033e66114871aeed2bce38fab9a3b983f408585e90b39303e

Observation f641fbe8-b005-493b-add5-0d8bac8f856c · outbound

This paper cites Cala: Complementary association learning for augmenting comoposed image re- trieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Cala: Complementary association learning for augmenting comoposed image re- trieval

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.323468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:bcfcd70681a953bb0cbf0a64f57bbe2544bf16ffff4b60aaeea3af1b0dcb89ab

Observation fef94050-df29-4fce-a3e6-0207ebd6c469 · outbound

This paper cites Vision-by-language for training-free compositional image retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Vision-by-language for training-free compositional image retrieval

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.330249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:e898914afc3dd5f4cb91b86b8cf24ab3645356829620703819a6ca62715e4f21

Observation 4b172830-04dd-4dcd-908e-ca95708b588e · outbound

This paper cites 3d object representations for fine-grained categorization.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval 3d object representations for fine-grained categorization

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.341989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:3eafbbaf87f89a04ab8d61377a3deb66e49d13b31d5fa3527acb14f69f7ba3c8

Observation 9deb1bce-b6f0-40fa-be9d-28db23f454ee · outbound

This paper cites Data roaming and quality assessment for composed im- age retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Data roaming and quality assessment for composed im- age retrieval

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.380072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:7b3da20d3e11c3ce3e8a57c36979259acfd62504c22715cdf0b5054dc8fa44fe

Observation 3630bedf-d546-49ce-958f-e8b58973856c · outbound

This paper cites Automatic synthesis of high-quality triplet data for composed image retrieval.arXiv preprint arXiv:2507.05970.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Automatic synthesis of high-quality triplet data for composed image retrieval.arXiv preprint arXiv:2507.05970

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.471190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:42a75028b73c8b2a29cf9ae4a354c36ceeed734e5763266ff4f12b51269eede0

Observation e6ef1653-61e3-459d-84d7-92b7e4ea88fa · outbound

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

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.304929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:69dda75553eb32377332b47b93ae39be14d400b06b59bde4252d87bd855c102f

Observation b1e7d746-44ed-49c2-816e-adc4ebb08b13 · outbound

This paper cites U- marvel: Unveiling key factors for universal multimodal re- trieval via embedding learning with mllms.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval U- marvel: Unveiling key factors for universal multimodal re- trieval via embedding learning with mllms

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.476474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:d8af50f2ad065a5e98ce6ef8b044ed73b3690b28b1b1bfbd6f53a8e68e53b333

Observation 83176523-5b0e-4ebe-9d6a-7264f3b09d2a · outbound

This paper cites Large language- geometry model: When llm meets equivariance.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Large language- geometry model: When llm meets equivariance

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.283021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:5952d3f4f6357b3db20a606c03f3990f1f6380363d64ccc0127c254f85815355

Observation d39f0787-c1b2-41d0-9cd3-d8c7051af7d6 · outbound

This paper cites From macro to micro: Benchmark- ing microscopic spatial intelligence on molecules via vision- language models.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval From macro to micro: Benchmark- ing microscopic spatial intelligence on molecules via vision- language models

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.527293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:f35868efaa04e79642dcf335db29c83a19ae3a5654d4970f8b95bb4db7a2acc0

Observation a1bcdc9a-4721-4290-a3e5-7842709a2325 · outbound

This paper cites STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.543718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:7706e7ce4bb13139ec6f7dd0b2ba97038c1276b1bd8044b5c844f9ddc6db3bb3

Observation 316ce943-eabf-4661-bec0-895038db19ce · outbound

This paper cites Mm-embed: Universal multimodal retrieval with multimodal llms.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Mm-embed: Universal multimodal retrieval with multimodal llms

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.277184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:8ec247d74602e64e6ba45c9522c2104e4257b98ce32068562c34465f98a514e7

Observation fd259ebe-09a4-47f7-a046-2704ffe2f9d3 · outbound

This paper cites Automatic synthetic data and fine- grained adaptive feature alignment for composed person re- trieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Automatic synthetic data and fine- grained adaptive feature alignment for composed person re- trieval

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.288200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:bf7451ceb199268de9dfbe8ded150c7b4baec07909208d1acbcea39fb7bbf6c4

Observation 3c34498a-d44b-4be2-b8c8-6954399d7c37 · outbound

This paper cites Lamra: Large multimodal model as your advanced retrieval assistant.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Lamra: Large multimodal model as your advanced retrieval assistant

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.292982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:142e07d1818d7fd20cd1bfb4ef46edfd1a1b6bd3c8613b60dc5bb0ad896d08da

Observation 2a2ba3c9-afd7-46ff-9e98-bd5588aa9634 · outbound

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

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Image retrieval on real-life images with pre- trained vision-and-language models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.270891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:e981aa2d3186ad44c3d9aba14af58843cfb44aafe70ede6521b8da5d5480d049

Observation fd9af7dd-3e7c-4efd-8a18-e194be098cf2 · outbound

This paper cites Candidate set re-ranking for composed image re- trieval with dual multi-modal encoder.Transactions on Ma- chine Learning Research.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Candidate set re-ranking for composed image re- trieval with dual multi-modal encoder.Transactions on Ma- chine Learning Research

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.256271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:4e2f97e3983231d624f31f547df9cf400d74d669eb8af0798e60d7b84daff709

Observation 524cc12c-f01a-4d74-a644-951cd405e2c7 · outbound

This paper cites Decoupled Weight Decay Regularization.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Decoupled Weight Decay Regularization

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:35:50.505211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:840c16a51299dbf97d3116744230971e00489df9ddb2857feeac57d231d5f3a7

Observation bbc3d6a3-a910-4865-9803-ffda0eae7fe6 · outbound

This paper cites Bag of tricks and a strong baseline for deep per- son re-identification.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Bag of tricks and a strong baseline for deep per- son re-identification

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.249412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:32f7ff6d06dbe4e3fea6ed35fcbff1449ba88e157049105cd2a15bc8f1bf57f4

Observation 695c3c47-30af-4674-aaf0-e24df8173519 · outbound

This paper cites Mteb: Massive text embedding benchmark.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Mteb: Massive text embedding benchmark

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.263578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:959670ca8614eb4bd6931eb9bd170480c05bdc78f8e538e762aed6fe9a486535

Observation 9e984ee5-f9e3-4c99-967c-3322ca9c021f · outbound

This paper cites Adversarial nli: A new benchmark for natural language understanding.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Adversarial nli: A new benchmark for natural language understanding

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.298900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:28ffad2759dad4e9464a8ea8590c042047b84029dab5a4d589c597c90e1f8afa

Observation 6e468cb8-8d05-48c8-8f2d-9b746d724c2e · outbound

This paper cites Large-scale image retrieval with attentive deep local features.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Large-scale image retrieval with attentive deep local features

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.351109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:89026b08e92f6b6a4e816f67af087fdd65466063129541dbc11fce88585ac5ec

Observation a6e7df52-964b-4ccc-819b-65e1b2af6888 · outbound

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

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Pic2word: Mapping pictures to words for zero-shot composed image retrieval

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.310402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:500e78e8fbf57e5cb41c02c515920e04532d49073f72f0630d05a6c62bf196ee

Observation 7c6058e6-4c12-4d43-b7f1-843f8d394290 · outbound

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

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Covr: Learning composed video retrieval from web video captions

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.391209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:72d447de437d85f1b7e4b459b3e64db21fd2e3e5cd3b4c1683c09dd1cf82e761

Observation a4b74336-bf73-44e3-8c13-4a719d770d78 · outbound

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

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Composing text and image for image retrieval-an empirical odyssey

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.407286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:feb30cf238fb9e60ff0567f5e35cf96c707f4be69b8a8f4f1614f0422215dfa2

Observation 73fc7f21-0989-4337-ab20-97006c34a984 · outbound

This paper cites Camp: Cross- modal adaptive message passing for text-image retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Camp: Cross- modal adaptive message passing for text-image retrieval

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.476425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:fb1a6aa4dcc6b30b8f18d4fb9883a3d41acddff845c6061911db565469979fda

Observation e77d02ee-e00d-427c-8316-bb355896cd88 · outbound

This paper cites Learning to reduce dual-level discrepancy for infrared-visible person re-identification.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Learning to reduce dual-level discrepancy for infrared-visible person re-identification

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.665689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:3c16adacda02e9bbb76c276977dfa0c59f8d1cb89676f7db4026f8a569318fff

Observation 350615a9-99f7-42fb-8a79-1a1f51fcec30 · outbound

This paper cites Uniir: Train- ing and benchmarking universal multimodal information re- trievers.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Uniir: Train- ing and benchmarking universal multimodal information re- trievers

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.373898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:7e779c4e5fab6c818ff13831a7727ce5dab270f0b91e69a795c8bb9c8de7f258

Observation 6bde4999-495b-4465-8942-ee7170dffc4c · outbound

This paper cites Google landmarks dataset v2: A large-scale benchmark for instance-level recognition and retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Google landmarks dataset v2: A large-scale benchmark for instance-level recognition and retrieval

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.657652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:8f992542865bab45d50d4d256fc6494420b4b12e844fac823ed82c116684de44

Observation f704b9e6-c0ba-48e2-8e4a-ec9361eca64e · outbound

This paper cites Fashion iq: A new dataset towards retrieving images by natural language feedback.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Fashion iq: A new dataset towards retrieving images by natural language feedback

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.661183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:decb34baebb1d4c6ea9b7e5d309ed1b875cf1d3a3749e01aec421f6a71c30a50

Observation 62f33b34-ac4b-4a13-afc3-b858cd40f836 · outbound

This paper cites DetailFusion: A Dual-branch Framework with Detail Enhancement for Composed Image Retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval DetailFusion: A Dual-branch Framework with Detail Enhancement for Composed Image Retrieval

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.487903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:a2eab77989457bc1a74efe60a68f044ccc69da7347fdd44fb020b8f597172f75

Observation 67aa648b-686b-4ab0-830a-e55b700e60fd · outbound

This paper cites Good is bad: Causality inspired cloth-debiasing for cloth-changing person re-identification.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Good is bad: Causality inspired cloth-debiasing for cloth-changing person re-identification

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.669305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:2524727ff5d8d4d9bc2efccbde84c24aab931640e218a60f9c02ea1487a149d1

Observation 32c48c45-fdd9-4c52-802b-0bad0365ebbc · outbound

This paper cites Ldre: Llm-based divergent reasoning and ensemble for zero-shot composed image re- trieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Ldre: Llm-based divergent reasoning and ensemble for zero-shot composed image re- trieval

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.633097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:f808f385a8089420ba7a4a88e64b55a20674e9c4a478904932462b060f77ed34

Observation ee556a8c-16fd-43b1-90b4-8afc79d51622 · outbound

This paper cites Meta-personalizing vision- language models to find named instances in video.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Meta-personalizing vision- language models to find named instances in video

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.647123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:df5a0612d8207f6dde233f24aedd7c1b9b0a1b53c900aeeec41704671c49fede

Observation 2178102e-fd4e-482b-8f9a-f72ac7330a5d · outbound

This paper cites Magi- cLens: Self-supervised image retrieval with open-ended in- structions.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Magi- cLens: Self-supervised image retrieval with open-ended in- structions

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.619373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:983391775786e5034cd3ae62592666075828041601bc0f08f0859400d810a5aa

Observation 9b2ae9fd-2f57-48bc-ae7f-9d81ec437360 · outbound

This paper cites Context-aware attention network for image-text retrieval.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Context-aware attention network for image-text retrieval

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.612600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:d7d2cf0d2f2e254076aac8ed8874f5b2dd5183e56635787d5ea110704d4bbd31

Observation 99416348-485f-4eaa-8c79-15749ed84728 · outbound

This paper cites GME: Improving Universal Multimodal Retrieval by Multimodal LLMs.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval GME: Improving Universal Multimodal Retrieval by Multimodal LLMs

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-15T06:35:22.964550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:c9533e39e404d21dc01963cdb7f1c832d7862b33a1f76de599ca18ab9e1721e7

Observation dc201ba0-7c18-488a-ba5e-9c7de7d81674 · outbound

This paper cites Prompt highlighter: Interactive control for multi- modal llms.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Prompt highlighter: Interactive control for multi- modal llms

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.654471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:902c4955c8d37c45ca84dcb9a608910c7f0f5e1042eb8c5d201ab233c184f6d9

Observation 209b0ead-cc99-482c-8f98-a1d7eaf71716 · outbound

This paper cites An Open and Comprehensive Pipeline for Unified Object Grounding and Detection.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval An Open and Comprehensive Pipeline for Unified Object Grounding and Detection

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.534296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:ae2beacad5d186456f129e377e1159a41e26d84e5528d45e290b20bba669e16c

Observation 01477f8c-ec49-4216-8bd0-b4269fad4931 · outbound

This paper cites Group-aware label transfer for do- main adaptive person re-identification.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Group-aware label transfer for do- main adaptive person re-identification

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.675883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:7998812bf96e35820b02c9142e102f9b82a1f667df84400fbb9e6b68358249ae

Observation 7bf37485-f90c-4d86-bbf6-2f58105398d2 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.592025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:7dddf7f7574ec24933b83d94ca653253e76198312b4d5386ea59eae5285c2fa2

Observation 59120cc1-bb15-4fa1-9f6c-3bc6eb3416df · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.596557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:0c6e3236fba38dd33bde151c885abbac9c214a10129915f2440e42ec439cfb03

Observation d608090e-6314-4374-ab9b-2252cd6bb8dc · outbound

This paper cites Requirements.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Requirements

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.568915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:99d15b4e1a774273e48fc55c4bc16985ca87edf15efc44e3a2763f243493d544

Observation 082a137e-30f9-4cea-9076-b36992a56496 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.574691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:f3a2929722dd4c9f1dece81c6031acfa8f7adb891abcfffe1ef69f65a8102d80

Observation fb23f271-be4f-4b39-9d28-1620452ce9ff · outbound

This paper cites It should be specific enough to be unambigu- ous but not overly detailed.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval It should be specific enough to be unambigu- ous but not overly detailed

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.583851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:00cdc63c5833bcc238bd483e4571f3562e60a4a41682acaeb5770b878df6200e

Observation 451c897d-fc5a-48a0-a815-759187c726ff · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.600727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:57293ec854427dd7dea94cc6ebc2db04f56d84fb9aca66466c279303b284d5e1

Observation f5e2247d-9d01-40a7-8672-f4033a4b6415 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.551254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:6ce88401fb6485d2132abb9cbb405731fdd78671d68de4068b6841102a209b16

Observation 7b27993f-dbea-4fe8-b8fc-b3557a4f00b5 · outbound

This paper cites The common object is.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval The common object is

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.622725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:d98507f381307db7fc1ebf919f66435e774c2067a4685321231ccc73ae215858

Observation e11b5741-931a-49d5-85c9-0c461f8d0497 · outbound

This paper cites knowledge.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval knowledge

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.536890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:5502a8dc8e125b97acb28f16bcf05ac494a4885d5bae43e577aa8f530db658bf

Observation 445b0ee4-3bb5-4628-8318-0804daf671f6 · outbound

This paper cites visual”, provide the class label of the landmark for the “label.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval visual”, provide the class label of the landmark for the “label

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.626220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:7b0b157d3553807fbf5d15781f6b2202dab4c671f5716c653a1817ba6de57ae9

Observation 5d2ebfa0-912e-461b-a223-9ce111cb6484 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.629548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:aa34a04d18e8a3d7d0c8fd441e46521c5722f8b99118613ea5ca5b2509f1cf46

Observation d409942b-9ada-491c-b5ed-21e3e38aa26b · outbound

This paper cites DO NOT describe any identical parts between the two images.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval DO NOT describe any identical parts between the two images

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.531409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:76c3fd186ea50d88f8829d16f841cd903d2f4b3ac967091385bdb44f8b56a7ed

Observation ad8dfe28-abdd-4634-b18c-7953a3bcd550 · outbound

This paper cites Object to Ignore.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Object to Ignore

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.385453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:8b28f107b0dbada4651a003b41619d24c25cb0b68e0b8f1aae4fdbdd838c2e28

Observation ae55d6c0-7b78-488c-9365-3e00caefebbd · outbound

This paper cites Avoid using repetitive sentence structures or fixed grammatical patterns.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Avoid using repetitive sentence structures or fixed grammatical patterns

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.544390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:1af02c6ce7b5252769dfff09a7de1f3115c1ef6cab5ae60af03d7e7c0df98d4f

Observation 41dfa069-551c-4fa5-aab3-4a6b73b9ad29 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.558259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:d9fef59b049967534fc54b0cfee53fc8a514248bdb6e918b37a855ac484ed765

Observation 1d251398-1ad3-402e-a645-da85fe22c7f2 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.639697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:1c4a67897dc32bb06f52518b8e8ae1373521c1d9841d10880d575be9a1409bd4

Observation 7b66df18-227a-4e6c-b1c8-423acbfcfa7b · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.643189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:dc90776047e05493ff946de1af31ca1d22cb9b32d7afeae9fe55ed5cbfe93d64

Observation 1f714a8a-6c5c-4acd-9a82-56146f159c70 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.509652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:d36df344d17eef1a8ca787995b7773e89ce51438594fd28464de7f88393baf1d

Observation 882c51db-c2ad-4fba-807f-c1a3da745c4d · outbound

This paper cites DO NOT describe the car’s model or color, as they are unchanged.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval DO NOT describe the car’s model or color, as they are unchanged

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.524278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:45a6368c1fa612fa4daa0545ae83c41ab8f95e48a13018d3ccd0767842c1a6d3

Observation 879a96e4-e9ba-41a1-b27d-b18ab1b8ac43 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.650850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:a74ed19b8e3e0738aae5f036dabb091b169af6d92ab625297a48db7cca4b12a7

Observation d0ffb969-5fc9-4822-bc86-d2181f4af08e · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.497772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:1b22ba24eb9f37f608b9d2f5f3c85fdd0cef7f3247e2c7ac1bbd102b7fea78a2

Observation 5a8c55fd-d889-44d4-b4c1-b85ae8e4c2ae · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.491812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:e9509fdc50a3a1e6706c0a3c5be6e70a2ec35d8fd01119b2a98a93a708c342a6

Observation ca1b97f6-aad1-4b05-a0ba-f7285081f68a · outbound

This paper cites Modification Text Generation for Product subset Based on the two provided images, generate a modi- fication text that describes the changes from the first image to the second.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Modification Text Generation for Product subset Based on the two provided images, generate a modi- fication text that describes the changes from the first image to the second

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.502646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:18c43e99b31b74a718ea3d00899ef45d41ecde42dfc297c0a8f7d840953283cc

Observation b61f0148-7640-4c3c-855d-069b89ec1219 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.517212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:31098636c144c259d59f58beea5ea6d9ac5d4a4cc9d0b6a46e15c30db7bd0e6a

Observation bae92add-1ad7-4b64-81f5-6866209da34a · outbound

This paper cites Object to Ignore.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Object to Ignore

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.564372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:889960b7117bd1aa9a06920647868ff7b16644e73b664f2747caf456fd5f17ce

Observation c00d3113-3790-46d2-83eb-819da2196bca · outbound

This paper cites in the first image.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval in the first image

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.579067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:559769db6b3c9913b9ab49a6592547f68529d45d8d11535e28f12c3085be5b50

Observation 8a7e33a3-fc9a-4b0d-b2cb-c1f01f005c9b · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.672519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:13d1be4056dc1b89e544f1bacabc8bf296d1859151227e3358b61b78399a31b5

Observation 2e9a1558-2a38-42c9-aefa-05ea56d54481 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.688092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:1a3b0749f725c2689270463f7e80e1d4bc429493d454c12edc8a73e960bc26f8

Observation 4db6ec26-704a-46b6-9f7f-583fdf4e200c · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.460144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:b32445e505a21884fe7705d5d8a331b218741e08e1d1359d19e399f1316cc6cc

Observation 3bf53240-da56-48d4-b0e8-aebe8068985e · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.397144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:42f8ea3129f9ee1021c40137a848732ef5222aabf1ba5883b76d296491f6832d

Observation a05c98d4-efa2-40bd-8971-e3edde8de6ec · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.465333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:a11c27c64d2729bd22b5d46d481dea7e3638746cbcfd5713d6a439af972371e5

Observation 539ee272-3fd2-493a-b3fe-025f483bdc89 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.443882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:5153213cf710096ec721b46d4023cd9a532e43c5c6895702fb8264503475ca99

Observation 0cabd5ec-73ba-4afb-a5fd-a6c4e80c1fa3 · outbound

This paper cites Object to Ignore.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Object to Ignore

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.454756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:c47329b4a5de72f762f32a03236376905cecf2d02ac8426eba3e7a23a3547463

Observation 858374fa-7cf3-4af9-9b88-4edc7c2246e6 · outbound

This paper cites in the first image.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval in the first image

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.486847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:492c7da03319569a66552e220c7572a45c46cbb968aebd18cb0874e527411139

Observation d22f5695-07bf-4561-9c2f-bc8f9634fc7b · outbound

This paper cites Avoid using repetitive sentence structures or fixed grammatical patterns.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Avoid using repetitive sentence structures or fixed grammatical patterns

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:12:18.421868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:70f675b86955ef418fe9961346689bd586f22dcf9153056e86133a576cb518b3

Observation 8bcaa7bf-80eb-444a-9d6c-bf799cd63146 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.437136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:bee1cfac8e802dce5e46864e50e4688fef5bf8003d322b67afd8faf6da8f8b41

Observation 985323aa-99d6-4ddf-871f-c31519a5d68d · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.425961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:49ff4b756a8fb1f120c03a579fa221214d4d6dd63fea0a8dfa7dbe1513be7ea3

Observation 4357354f-98c5-4d16-82ed-25fd9a730199 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 99

Resolution
malformed identifier
raw_fallback, observed 2026-05-16T04:12:18.679147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:f2aeb531ef99a4e0a31ce0ce8d21ead0a0b1921b90d10c68e5061472ef7f51cc

Observation 2c5038b5-193d-4a72-b5be-039c637b9253 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.604974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:1e44366647af04f4973cf95bc7256faf207ad916160ee7a09a97658f1f4f30c7

Observation 69083b93-7506-4021-917c-f7e6381db638 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 101

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:50.562904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:56f2c2f424d506a2d0b9117e6a3da33121dc57a54604a98f15e6d8cad849efb3

Observation 099d1b9f-1955-4508-93e1-7479b7d65fac · outbound

This paper cites an unresolved cited work.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:12:18.415807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T19:42:23.224746Z digest=sha256:6f3b57315a9a5743d50e88b93ab48c22f038b75fb2b43b1155faeb4360a6a361

Pith citing papers

No inbound Pith citation observations are available.