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Paper Citation Record · LEDGER

LazyVLM: Neuro-Symbolic Approach to Video Analytics

As of 20 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2505.21459.

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

pith.paper-citation-record.v1
2505.21459 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:30:19.964952Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:24:23.367540Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T23:00:50.176341Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 55f387a7-cc76-4b9e-865c-21c1df622122 · outbound

This paper cites Qwen2.5-VL Technical Report.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Qwen2.5-VL Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:18.639295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:18.639295Z digest=sha256:5afef9adfb0d783782037b9cb5cf49bf5735d660fdf78e152b2866836cd45489

Observation 1bffab3c-efcf-4487-9bbc-7dc576dc0718 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:18.715001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:18.715001Z digest=sha256:c7d0af0f2578435fbedf9bca1adc4bf77929a95ab98c6104c109e35c8d21dc8a

Observation 87eb8094-5261-4775-97ff-036bef23b9e8 · outbound

This paper cites TAO: A Large-Scale Benchmark for Tracking Any Object.

LazyVLM: Neuro-Symbolic Approach to Video Analytics TAO: A Large-Scale Benchmark for Tracking Any Object

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:18.793959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:18.793959Z digest=sha256:eb8f5de6d22ad325b980ffedb61db80f169dd1e1037ea207addbede74489cc6e

Observation d8249d2f-734a-4720-a8d1-da915aac5fc9 · outbound

This paper cites MOT20: A benchmark for multi object tracking in crowded scenes.

LazyVLM: Neuro-Symbolic Approach to Video Analytics MOT20: A benchmark for multi object tracking in crowded scenes

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:18.850135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:18.850135Z digest=sha256:18f20549d8a2cb08959d08bb316ddf9198bb1a39ba0950ae9bd0eebcd0e53f3c

Observation fea99e08-f433-4392-80ab-37ca03e960c5 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:30:22.354567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T13:30:18.908184Z digest=sha256:1b6f7456177f408005e89bc85c2aedd20c824f0aefd9acc1a2d8fd1b39a7c52e

Observation c1126d4e-642e-40b4-a3fd-f041ab9871b3 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:30:22.224775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T13:30:18.984167Z digest=sha256:02ea2abac4ae0d2d2168c9ebecf9fa7c8d488ad0f829a62a31dba59bc0b447c5

Observation b3315c14-ed60-4eb9-87bd-050159e9b89b · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 7

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T13:30:20.965801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T13:30:19.048409Z digest=sha256:0ac1d4498fe7cb80c0221daaf829cbff87a3a2f77226a1666d6ebd147bcb8a96

Observation 0c3c5b58-67b0-4d30-9546-1d6f52a94dfe · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:19.155405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:19.155405Z digest=sha256:e358849dba748bcb2bfc7f5d26a52922170718dd8eaed09d506ffea807be3b6f

Observation 68cc1300-45c3-4876-822f-85a292147884 · outbound

This paper cites Zelda: Video Analytics using Vision-Language Models.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Zelda: Video Analytics using Vision-Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:19.227637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:19.227637Z digest=sha256:523de8ff1b9402c03d24214b230d03c89975d37b1aca6055a1b076ba951087a4

Observation 969bdb56-241b-4bab-a755-d77de71cc2a3 · outbound

This paper cites Improving Text Embeddings with Large Language Models.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Improving Text Embeddings with Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:19.359790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:19.359790Z digest=sha256:dde19b0acd2bc39e1ad7f93c87c0f31ae440a53bc60ab6eb8b54d2168053c617

Observation ca0a1e0b-195c-4cc6-8191-48e4c4e8dced · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:30:22.019469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T13:30:19.446400Z digest=sha256:1079a95baf055d245c731955c3e8ba7418db577a19d6967bd6ca8f618bee3616

Observation daf35da9-34c4-4d0c-b5e3-d1e56ffc2f81 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:30:21.491998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T13:30:19.665899Z digest=sha256:092f4412426ae974f09146f60a48cbda2926b3d6f994e8989fe51335f67f7ea2

Observation bb772acc-51ee-45d8-ac91-389a474f1c00 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:19.793551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:19.793551Z digest=sha256:0bf9d9e6e00dd0fe2f57aed22034df934fad31d47b27917fee4d56973d49d7e6

Observation 8b0be449-2772-48ae-a4f3-66d9a7b4d963 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:19.964952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:19.964952Z digest=sha256:5ab2c65c10ea537a51e797032c9164dc5140bfa9793854d1e34488ba1c73f1aa

Observation 889b3702-6ca1-43c5-8fa9-a63bcce70404 · outbound

This paper cites an unresolved cited work.

LazyVLM: Neuro-Symbolic Approach to Video Analytics Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:30:21.734675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T13:30:19.537866Z digest=sha256:fea723f69ab2cd9c605a961da8031fcadcfdb634dac0de404c747a9db436ca68

Pith citing papers

Observation 2fe5eb7a-7559-4d51-92e6-415e3a7f09b0 · inbound

FORGE: Fine-grained Multimodal Evaluation for Manufacturing Scenarios cites this paper.

FORGE: Fine-grained Multimodal Evaluation for Manufacturing Scenarios LazyVLM: Neuro-Symbolic Approach to Video Analytics

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:00:50.179689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T19:24:23.367540Z digest=sha256:8d5f37315bff4f2abc0d08c5b4ea056b70dd017de3925b68ab832e1d6bf9150e