Paper Citation Record · LEDGER

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality

As of 8 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2509.06994.

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

pith.paper-citation-record.v1
2509.06994 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:11:20.896514Z

measured 26 of 26 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

26 of 26 outbound references displayed

verified exact1
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 25d29911-204a-4527-85e4-62c23e6e7ad1 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Learning Transferable Visual Models From Natural Language Supervision

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.756776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2504c725-81df-4bb4-873e-cf83c4670f93 · outbound

This paper cites Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.762326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc30fb9-740f-40dd-a8f9-893cf054f866 · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.767242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a95b629f-7b0e-476b-863a-9eff8deca0af · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.772877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 125b24fd-37ce-4e92-8b67-0a961774bd46 · outbound

This paper cites Visual Instruction Tuning.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Visual Instruction Tuning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.778714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25f20eff-fa39-4a1d-8d7d-3b9923386019 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.784030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ce2f51-1090-450f-8057-65b228fe2d21 · outbound

This paper cites InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.790509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b49cb21d-d80a-4e59-ae9f-78a74c7026e6 · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.795205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ca6039-9c4f-4e14-b15b-487c61ac902a · outbound

This paper cites an unresolved cited work.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:11:21.766317Z

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 9ae5c169-ec7d-478d-bca4-ac87619a245b · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.804751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7ab3902-57b5-4892-9090-bb475f8b8cea · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.810277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81de8b30-b5c4-49e4-a8f0-2efdf15f0475 · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player?.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality MMBench: Is Your Multi-modal Model an All-around Player?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.816367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a070ab-54e3-4f19-acb7-99389f5a1150 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Evaluating Object Hallucination in Large Vision-Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.821484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79822f8d-424e-4bce-8edd-cbd1201db123 · outbound

This paper cites Towards VQA Models That Can Read.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Towards VQA Models That Can Read

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.827420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b5709b0-a04a-4bd6-87d9-71b46c381cc6 · outbound

This paper cites DocVQA: A Dataset for VQA on Document Images.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality DocVQA: A Dataset for VQA on Document Images

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.832097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7336672-e16d-4c2b-91ac-d8155104ff79 · outbound

This paper cites ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.836873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 071e3566-2153-4815-ba45-743320f94247 · outbound

This paper cites A Diagram Is Worth A Dozen Images.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality A Diagram Is Worth A Dozen Images

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.842285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f6fb42-0646-4ab6-9d9d-70cffb7bfef7 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.847152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 593e1ea5-8e24-414b-bfa4-a69f352623d6 · outbound

This paper cites Redmon, S.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Redmon, S

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.851633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e0164a0-d264-4499-a12d-187ea2623436 · outbound

This paper cites an unresolved cited work.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Unresolved cited work

Reference 20

Resolution: malformed identifier; no resolver link, observed 2026-08-05T11:11:20.862036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe9e5a2d-8e5d-4476-a818-28d0902e21fa · outbound

This paper cites an unresolved cited work.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Unresolved cited work

Reference 21

Resolution: malformed identifier; no resolver link, observed 2026-08-05T11:11:20.868016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4035c6db-6ec6-4dd3-9421-f7f623789f78 · outbound

This paper cites an unresolved cited work.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Unresolved cited work

Reference 22

Resolution: verified exact; raw_fallback, observed 2026-08-05T11:11:21.162277Z

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 adec65b2-bbe4-4c14-90bf-310ef96b25da · outbound

This paper cites Qwen2.5-VL Technical Report.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Qwen2.5-VL Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.878592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c8d68e1-e4a3-49ab-ae44-cdf495f6c7a2 · outbound

This paper cites MiMo-VL Technical Report.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality MiMo-VL Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.883362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e788a6a7-88ad-4c27-add2-a97b5fd6fea8 · outbound

This paper cites KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.890509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea359d5e-3ff9-41ae-9495-eb45cfce5b40 · outbound

This paper cites Evaluating the Efficacy of Open-Source LLMs in Enterprise-Specific RAG Systems: A Comparative Study of Performance and Scalability.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality Evaluating the Efficacy of Open-Source LLMs in Enterprise-Specific RAG Systems: A Comparative Study of Performance and Scalability

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:20.896514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.