Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:31:37.314914Z
Paper Citation Record · LEDGER
Does VLM Classification Benefit from LLM Description Semantics?
As of 15 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2412.11917.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
43 of 43 outbound references displayed
- verified exact3
- verified fuzzy3
- unresolved37
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation bc57fdd9-9705-4a49-8e99-04409b4ded2a · outbound
This paper cites , " * write output.state after.block = add.period write newline.
Does VLM Classification Benefit from LLM Description Semantics? , " * write output.state after.block = add.period write newline
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.159531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e51e2b7-c4d4-4932-aec7-62e85386085e · outbound
This paper cites write newline.
Does VLM Classification Benefit from LLM Description Semantics? write newline
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.164197Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74612428-18de-4cc6-94ad-938876631b4c · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.752236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b6da88c9-6649-4771-9f1e-2263194fc6b6 · outbound
This paper cites D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al.
Does VLM Classification Benefit from LLM Description Semantics? D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.172744Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0463ae14-915e-4470-9f8d-316a76af1024 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.733401Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 46894706-2a7d-432e-890a-b32d1e28bed3 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.721149Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 972ec9fb-8f50-4ee4-a07d-b6151f650bd9 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.709299Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 50df78d2-fced-4547-8d20-318520a8efac · outbound
This paper cites Certified Adversarial Robustness via Randomized Smoothing.
Does VLM Classification Benefit from LLM Description Semantics? Certified Adversarial Robustness via Randomized Smoothing
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.188241Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fb589d0-4b41-48e4-b353-a14cde08f506 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.192922Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a438d0f-890f-464e-99ea-ba8f80afb418 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.196746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6ba90f6-03a8-41ff-b043-5e2d3e284659 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.683098Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d66637c7-584d-4e7f-b673-c13d94e176b1 · outbound
This paper cites A Survey of Data Augmentation Approaches for NLP.
Does VLM Classification Benefit from LLM Description Semantics? A Survey of Data Augmentation Approaches for NLP
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.204638Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c160910e-7fd4-4758-a399-a59b400fb036 · outbound
This paper cites Text Descriptions are Compressive and Invariant Representations for Visual Learning.
Does VLM Classification Benefit from LLM Description Semantics? Text Descriptions are Compressive and Invariant Representations for Visual Learning
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T14:31:37.437843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b0773293-f240-489f-8f9e-908bc0bc7007 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.672097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e38f7aff-b6d6-4668-ad26-1cb9a093c12f · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.661098Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation eeb04c60-cc75-4734-a2e1-d902e91c9529 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.649357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 421d0591-c9c0-4f80-bda5-516d35888bb2 · outbound
This paper cites Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision.
Does VLM Classification Benefit from LLM Description Semantics? Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.223563Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66ffb6df-c424-4293-98f3-ad3d1c40ad9e · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.638057Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5fd95e79-3221-4928-ba99-84e255b40a85 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.626825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0f453f83-b698-4a2f-bad5-2b2c9fb44958 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.234582Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd550466-1f5e-448a-8d3c-60c2e26282ba · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.237717Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b033802-c553-470d-89a3-27c1a5380c0a · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.240990Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6d89a4f-f66d-4f8d-b35b-070cb8b409f2 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.243908Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d60f28d-445f-4c4f-bc06-55bf7e5c27df · outbound
This paper cites What does a platypus look like? Generating customized prompts for zero-shot image classification.
Does VLM Classification Benefit from LLM Description Semantics? What does a platypus look like? Generating customized prompts for zero-shot image classification
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.246888Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aea1e50-4b5c-4d48-a6bd-d34bd25327a3 · outbound
This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.
Does VLM Classification Benefit from LLM Description Semantics? W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.250324Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bc15830-1ad3-4812-a46c-6fd2b84e0b37 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.253554Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84c5bbf4-8c21-4d2f-a66b-20fb42938dcd · outbound
This paper cites M.; Koepke, A.; Vinyals, O.; Schmid, C.; and Akata, Z.
Does VLM Classification Benefit from LLM Description Semantics? M.; Koepke, A.; Vinyals, O.; Schmid, C.; and Akata, Z
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T14:31:37.573442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 71b61ff8-2061-4acd-9e1b-23e69748cb39 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.560980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 11de9b82-ab3b-49c6-bd9e-37a838c32e11 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.548556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a5add927-607e-4a62-a765-b34207e8ede9 · outbound
This paper cites Y.; and He, L.
Does VLM Classification Benefit from LLM Description Semantics? Y.; and He, L
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T14:31:37.537658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9d509cee-809a-45c3-918b-fadfc0561675 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.270504Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2ff6d31-719b-4a7a-b2e2-2e0f0705c333 · outbound
This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.
Does VLM Classification Benefit from LLM Description Semantics? Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.273965Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 143cf387-84a6-4fd1-9558-2fac6bc3b50b · outbound
This paper cites N.; Kaiser, .; and Polosukhin, I.
Does VLM Classification Benefit from LLM Description Semantics? N.; Kaiser, .; and Polosukhin, I
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.277638Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b742035e-6e37-4bb0-b292-4c68177cc231 · outbound
This paper cites VL-Taboo: An Analysis of Attribute-based Zero-shot Capabilities of Vision-Language Models.
Does VLM Classification Benefit from LLM Description Semantics? VL-Taboo: An Analysis of Attribute-based Zero-shot Capabilities of Vision-Language Models
Reference 34
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T14:31:37.392186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 292e729b-6c8f-405f-ab43-862d70432e49 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.513402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 37cbeaa9-3c01-4bad-9091-5675821acbde · outbound
This paper cites Learning Concise and Descriptive Attributes for Visual Recognition.
Does VLM Classification Benefit from LLM Description Semantics? Learning Concise and Descriptive Attributes for Visual Recognition
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.288727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93fccd4c-17c1-4c6c-9829-166ff5d56b50 · outbound
This paper cites Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification.
Does VLM Classification Benefit from LLM Description Semantics? Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.292451Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d37a899-136b-431c-a5b7-993ab09b9b4c · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.296288Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee3bc514-de4f-47f6-8c92-17b4ffd9a03c · outbound
This paper cites Pre-trained Vision-Language Models Learn Discoverable Visual Concepts.
Does VLM Classification Benefit from LLM Description Semantics? Pre-trained Vision-Language Models Learn Discoverable Visual Concepts
Reference 39
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T14:31:37.354165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ebc79977-9a22-4b5b-a2ce-e1dbf235e630 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:31:37.303792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 687a3944-eb98-4fa1-b3b8-9dc17bb1e108 · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.489553Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6f37ea7c-0ada-41c0-8a74-aeb62617eb2b · outbound
This paper cites an unresolved cited work.
Does VLM Classification Benefit from LLM Description Semantics? Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T14:31:37.479502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a5c47343-aac0-401f-bd4a-ef0f371290de · outbound
This paper cites C.; and Liu, Z.
Does VLM Classification Benefit from LLM Description Semantics? C.; and Liu, Z
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T14:31:37.469727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
No inbound Pith citation observations are available.