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Paper Citation Record · LEDGER

CHAOS: Chart Analysis with Outlier Samples

As of 18 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 2 inbound Pith citation observations for arXiv:2505.17235.

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

pith.paper-citation-record.v1
2505.17235 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:53:57.279259Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T15:06:27.161659Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-14T18:16:19.847625Z

Reference resolution

58 of 58 outbound references displayed

  • verified exact3
  • verified fuzzy35
  • unresolved18
  • parse uncertain1
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bd7a6732-68b2-4c21-8ce2-7704d799f6c7 · outbound

This paper cites Realcqa: Scientific chart question answering as a test-bed for first-order logic.

CHAOS: Chart Analysis with Outlier Samples Realcqa: Scientific chart question answering as a test-bed for first-order logic

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:07.223704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:52.408203Z digest=sha256:44faa2a0c76c36f625aa4cf591e95538e3cb08da41fdf14b664cd37ba34fce8a

Observation c3b47f6d-6fa7-49f0-b755-08a62c4011f0 · outbound

This paper cites Ic- dar 2023 competition on robust layout segmentation in corporate documents.

CHAOS: Chart Analysis with Outlier Samples Ic- dar 2023 competition on robust layout segmentation in corporate documents

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:07.066807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:52.466868Z digest=sha256:8d2d03b581eda95c51daa68f282c7fadc52c09b4f55206b7966baa9e86f2c822

Observation 193c143c-5b6a-4d24-8961-ba84e74ef6af · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

CHAOS: Chart Analysis with Outlier Samples Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:52.538560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:52.538560Z digest=sha256:7aab0d73521c2fa2042de0af370dc0da6672a69eb370aba3eaab79321874c2c5

Observation 089f192d-831a-44b7-8572-c7f144d4a8b0 · outbound

This paper cites Qwen2.5-VL Technical Report.

CHAOS: Chart Analysis with Outlier Samples Qwen2.5-VL Technical Report

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:52.570413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:52.570413Z digest=sha256:b54826b427f3def5e05e31e47633c36fdaa610956fa6952c4a9b56266c82c0b4

Observation 6f780630-6407-4e08-8b49-9470b626181b · outbound

This paper cites Token Merging: Your ViT But Faster.

CHAOS: Chart Analysis with Outlier Samples Token Merging: Your ViT But Faster

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:52.673612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:52.673612Z digest=sha256:23a7da817df55b52b69a05da75a88a02d431789f79bd15f47364c065b9489e50

Observation f983a1a3-e3b5-42bc-9199-808398249952 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

CHAOS: Chart Analysis with Outlier Samples Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:52.754690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:52.754690Z digest=sha256:dae219fb0d23e098d5e9b6771425dfb5dc03dc76b09a160f647018c002136115

Observation 09e11263-dd59-4d96-8298-5a7f322ca5bf · outbound

This paper cites Uniter: Universal image-text representation learning.

CHAOS: Chart Analysis with Outlier Samples Uniter: Universal image-text representation learning

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:06.876813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:52.825712Z digest=sha256:8d7d856539bc14553a1c1cb61cb5fae75e8c91cb8ebc714a8dd5ddd4cc53c9ce

Observation b025f36b-dad0-40c3-a2cc-c6cda7238d19 · outbound

This paper cites Rodla: Benchmarking the robustness of document layout analysis models.

CHAOS: Chart Analysis with Outlier Samples Rodla: Benchmarking the robustness of document layout analysis models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:06.706667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:52.864647Z digest=sha256:c3370910ca732e4e8935f1da1743d8621d24ed2b17329eb67f5827bc1aa20ece

Observation 22b70811-af0a-4126-8ad9-775b76593d06 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

CHAOS: Chart Analysis with Outlier Samples An image is worth 16x16 words: Transformers for image recognition at scale

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:06.551678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:52.932299Z digest=sha256:97e0ed1d3702c14f402de346a5644324e2956ea845f646bfb0dfe200e6ab2a98

Observation 4a1a4c20-cf71-4bbe-ad60-20f6c63014ed · outbound

This paper cites Deep unrestricted document image rectification.

CHAOS: Chart Analysis with Outlier Samples Deep unrestricted document image rectification

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:06.414992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.043640Z digest=sha256:ef6086dfacf41edf3e0d49921f0fa75a2d14f98eb2716f48c03c4bab187333cc

Observation 148b258c-7760-497e-9e93-3b803b750a0f · outbound

This paper cites Gpt-3: Its nature, scope, limits, and consequences.

CHAOS: Chart Analysis with Outlier Samples Gpt-3: Its nature, scope, limits, and consequences

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:06.244297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.138606Z digest=sha256:4e3d7b85674236a9ad0b07e18582cb4b59f00d73c10f582cf48522b35d275a74

Observation b787fdd9-3dcf-47b5-825c-07c0bc70e634 · outbound

This paper cites Evaluating adversarial robustness on document image classification.

CHAOS: Chart Analysis with Outlier Samples Evaluating adversarial robustness on document image classification

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:06.124377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.245152Z digest=sha256:7084f95f2ade8ba12ed5afa94d55fe4b765e92f42b580c61fc86d60bcfd505c8

Observation 2bcc4e97-70b7-4a66-81db-ca2320497a21 · outbound

This paper cites ChartLlama: A Multimodal LLM for Chart Understanding and Generation.

CHAOS: Chart Analysis with Outlier Samples ChartLlama: A Multimodal LLM for Chart Understanding and Generation

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:53.361187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:53.361187Z digest=sha256:44eecf84bcf2a0653fd5a43b383f0b4f6fdb7e63b99ac61926236ed0405d1334

Observation ecb551ad-088b-4c33-b388-18f328f974ad · outbound

This paper cites Evaluation of deep convolutional nets for document image classification and retrieval.

CHAOS: Chart Analysis with Outlier Samples Evaluation of deep convolutional nets for document image classification and retrieval

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:05.912213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.476931Z digest=sha256:1f9e30a8be85b50148ac39c59dc44abb917cc1e32d3bac6ac323c447549de68e

Observation a2cfd8e0-1bb8-4498-bac9-a6a6725593c2 · outbound

This paper cites Benchmarking neural network robustness to common corruptions and perturbations.

CHAOS: Chart Analysis with Outlier Samples Benchmarking neural network robustness to common corruptions and perturbations

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:05.714756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.588037Z digest=sha256:72d2388a7d3e521f3f6e6e784fce70e9ccb3e000fe6846157ce7ed7b36b31a45

Observation cc0c762e-d886-4689-993f-59f363f0ba5d · outbound

This paper cites Natural adversarial examples.

CHAOS: Chart Analysis with Outlier Samples Natural adversarial examples

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:05.371830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.687130Z digest=sha256:b7baa644ac1cef96dfe62a5e35d4467ea7de728be5d0e04275ac2954fbf32c37

Observation 7d1d87a7-911e-4369-ba43-a92325bf8a57 · outbound

This paper cites mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding.

CHAOS: Chart Analysis with Outlier Samples mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:53.742825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:53.742825Z digest=sha256:70055765dfc989dc06874780a36a222fd41b02614aabbfd6d8bf98e1f756dfa7

Observation 7c7da621-157e-4f9a-9729-829ee48627e4 · outbound

This paper cites mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding.

CHAOS: Chart Analysis with Outlier Samples mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:53.854959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:53.854959Z digest=sha256:af8e2ac2a12e525a1d96d3f6b8746db40778e0f2ee1ab743013a1687f5e6c5c1

Observation 53a004f7-2feb-4f6c-af89-db35b4daa2b7 · outbound

This paper cites VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning.

CHAOS: Chart Analysis with Outlier Samples VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:53:58.291960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:53.955045Z digest=sha256:38811370ce763f9c0258f2220bb1c8942e23a4510b25e3b24dce2dcc9613f8c7

Observation 8fde87a7-23f6-4320-8dd5-42b313aa37e1 · outbound

This paper cites GPT-4o System Card.

CHAOS: Chart Analysis with Outlier Samples GPT-4o System Card

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:54.058182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:54.058182Z digest=sha256:c7950b0e3b36de9691e8d177887a6337bec128b6f7f4af8160aa851f2a5b6946

Observation 412fd093-8745-4d6e-8ddc-e048c839e9ac · outbound

This paper cites @Bench: Benchmarking Vision-Language Models for Human-centered Assistive Technology.

CHAOS: Chart Analysis with Outlier Samples @Bench: Benchmarking Vision-Language Models for Human-centered Assistive Technology

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:05.197644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.204256Z digest=sha256:de8a0767d97c304b4a3c4ffe075b1144fadd15ae23aca2347a759a9b9981f2f6

Observation 4df35a2b-3363-4a30-bcc1-d042377ad7ca · outbound

This paper cites FigureQA: An Annotated Figure Dataset for Visual Reasoning.

CHAOS: Chart Analysis with Outlier Samples FigureQA: An Annotated Figure Dataset for Visual Reasoning

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:54.364201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:54.364201Z digest=sha256:93bf66c167f32d41c9b143219920c86f896a74b2d5d9ce77e2743051eaad6c1f

Observation 7a61da83-7a21-4557-b6b9-bef02b431f78 · outbound

This paper cites OpenCQA: Open-ended question answering with charts.

CHAOS: Chart Analysis with Outlier Samples OpenCQA: Open-ended question answering with charts

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:04.883257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.416607Z digest=sha256:fc7e3695c6eb46a48a9a3f4c6330785dccc30053192f755b05b8d1cdd2f1d471

Observation 55ec91b2-6e98-4822-ba12-bc00a918ee33 · outbound

This paper cites Chart-to-text: A large-scale benchmark for chart summarization.

CHAOS: Chart Analysis with Outlier Samples Chart-to-text: A large-scale benchmark for chart summarization

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:04.621836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.505153Z digest=sha256:c2eae5da6f48c7bb9e92f1084341120046dd795e3bf0de2ac2d17d3d02e502ba

Observation 150e0468-d429-4881-bf01-3d7089ad703c · outbound

This paper cites Faithful chart summarization with ChaTS-pi.

CHAOS: Chart Analysis with Outlier Samples Faithful chart summarization with ChaTS-pi

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:04.277117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.589595Z digest=sha256:424c309d1b88d724f5a77cd53a31cc60434d8e05f9f6502b3d80f5a20edc3864

Observation 913eb302-d74b-4e60-9464-18a01e7eadf6 · outbound

This paper cites Pix2struct: Screenshot parsing as pretraining for visual language understanding.

CHAOS: Chart Analysis with Outlier Samples Pix2struct: Screenshot parsing as pretraining for visual language understanding

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:03.938063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.657722Z digest=sha256:c4064548d562f65ddff6a9d8a61c2bb722d4539b4cbdef3362745b643a7778be

Observation 5f8c509d-8321-46aa-aaec-69f8234e0ad4 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

CHAOS: Chart Analysis with Outlier Samples LLaVA-OneVision: Easy Visual Task Transfer

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:54.695899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:54.695899Z digest=sha256:8a3d67b4f2118eb9c41c112706194255fa312f6f8c1eb09ad013639a851d77f0

Observation 4164a61a-9997-45df-a577-e5160f6a9145 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.

CHAOS: Chart Analysis with Outlier Samples Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:54.843028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:54.843028Z digest=sha256:7e4aac45533e3074fea9e30eb0ad2e8fa93ea6887ba6f924e90a0bb3f3cd5392

Observation 230e53d7-b125-4d5f-a836-1c9b31267465 · outbound

This paper cites Imagenet-e: Benchmark- ing neural network robustness via attribute editing.

CHAOS: Chart Analysis with Outlier Samples Imagenet-e: Benchmark- ing neural network robustness via attribute editing

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:03.370926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.924479Z digest=sha256:2aed57b3a591a9b370f459085027c498f698f5d60fd522b8dc0c321f950b014e

Observation b7fea0ce-ca45-45a4-8526-277d27c397c4 · outbound

This paper cites Matcha: Enhancing visual language pretraining with math reasoning and chart derendering, 2023.

CHAOS: Chart Analysis with Outlier Samples Matcha: Enhancing visual language pretraining with math reasoning and chart derendering, 2023

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:03.090872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.999155Z digest=sha256:fea991aa14679f52e3c2d7f23debd96dc2c7c3db90ea5adc17e0e7c9202f59ef

Observation 1ab4b74a-2066-4ac4-bbc4-abd97e22828a · outbound

This paper cites Improved Baselines with Visual Instruction Tuning.

CHAOS: Chart Analysis with Outlier Samples Improved Baselines with Visual Instruction Tuning

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:55.068771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:55.068771Z digest=sha256:3d9b090a487d08ba29ae1058b8d7e751844b74b7c06f0cb60b6adf2984c9b637

Observation dd3a4ba0-fd25-4677-865a-2faf4c60b86a · outbound

This paper cites Improved baselines with visual instruction tuning.

CHAOS: Chart Analysis with Outlier Samples Improved baselines with visual instruction tuning

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:02.924645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.138311Z digest=sha256:877830948be874abe27703c0d61950cd9458e6a6ecb7a5f9fa8ba2b7bc0543cd

Observation 594e7294-e959-4f75-b984-ed809af00970 · outbound

This paper cites Improved baselines with visual instruction tuning.

CHAOS: Chart Analysis with Outlier Samples Improved baselines with visual instruction tuning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:02.745760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.175021Z digest=sha256:900b4c3949717b69923dfc7729439a4fed1a3364f621ba5f93c03bfbf9a32eee

Observation a501c845-4335-43f2-b2cc-2d6e3696c37d · outbound

This paper cites Llava- next: Improved reasoning, ocr, and world knowledge, 2024.

CHAOS: Chart Analysis with Outlier Samples Llava- next: Improved reasoning, ocr, and world knowledge, 2024

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:02.599969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.242078Z digest=sha256:0fada22835860b6ae345b80ad1e88539ac1a2513a39d67e27e591683baf9224e

Observation c111fc72-adb2-464e-be64-6b0c16d84f86 · outbound

This paper cites ChartThinker: A contextual chain- of-thought approach to optimized chart summarization.

CHAOS: Chart Analysis with Outlier Samples ChartThinker: A contextual chain- of-thought approach to optimized chart summarization

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:02.201432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.301406Z digest=sha256:d8e6bd4490b205a15c9c36527a58740e582aef327e1ec911129178b5f75110ff

Observation fbba9c28-4b49-43a3-a31f-db07b05dfe41 · outbound

This paper cites Data Extraction from Charts via Single Deep Neural Network.

CHAOS: Chart Analysis with Outlier Samples Data Extraction from Charts via Single Deep Neural Network

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:53:57.991860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.379947Z digest=sha256:3a0c8b17ed4b44a3c6ebd33d66cfa1fa3b98982e65d437fcf581e3e5f98746eb

Observation 59b34145-c7a0-47e5-8da8-bba88570d7e6 · outbound

This paper cites Chartocr: Data extraction from charts images via a deep hybrid framework.

CHAOS: Chart Analysis with Outlier Samples Chartocr: Data extraction from charts images via a deep hybrid framework

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:01.826416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.434164Z digest=sha256:f36f462ddc97cd6efd8125edba9aa1b8abc35a5fce9ce6378f05b01133a5ada2

Observation 0faba80b-e623-48af-87fc-82d561e874ee · outbound

This paper cites Towards an efficient framework for data extraction from chart images.

CHAOS: Chart Analysis with Outlier Samples Towards an efficient framework for data extraction from chart images

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:01.462203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.483801Z digest=sha256:ca34e7cbbff6b415392c75ff1ff2094cf636cf1c5d0dbb9404abcd5b7a218413

Observation 1126765e-b11c-4b69-88ac-610094769d44 · outbound

This paper cites Chartqa: A benchmark for question answering about charts with visual and logical reasoning.

CHAOS: Chart Analysis with Outlier Samples Chartqa: A benchmark for question answering about charts with visual and logical reasoning

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:01.122889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.544837Z digest=sha256:175a166dfd2a2435df4ba88367640254c80607808a236b11953b693daafb174d

Observation 8b03770d-4322-4816-9816-c6c09bf77e8c · outbound

This paper cites ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning.

CHAOS: Chart Analysis with Outlier Samples ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:55.609134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:55.609134Z digest=sha256:3a95800a4676fea3cf4ebcbc57992b86a9ed00c76db14808cfea5498db14ade8

Observation 956758df-34f2-4eb2-88cd-5ca14bf019ab · outbound

This paper cites ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning.

CHAOS: Chart Analysis with Outlier Samples ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:55.685225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:55.685225Z digest=sha256:dbf8966a5881ee17fa40822dd983707b1a5da002dfeb93016a3e0b2557c8455a

Observation a8ec3753-84a4-42d8-a454-de1a753f6c45 · outbound

This paper cites Plotqa: Reasoning over sci- entific plots.

CHAOS: Chart Analysis with Outlier Samples Plotqa: Reasoning over sci- entific plots

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:00.921426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.740642Z digest=sha256:05ff5d4eda399434a1fa4a1629a7c274f717c4d1cdb8efbb3c9c0e6f5c3ebde9

Observation 3a83fc1b-0f08-433c-a912-6181a2af54fc · outbound

This paper cites Accessible document layout: An interface for 2d tactile displays.

CHAOS: Chart Analysis with Outlier Samples Accessible document layout: An interface for 2d tactile displays

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:00.706423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.829257Z digest=sha256:5661817870ae8f23a4f686d0bf1d0e7309b20cf0a0495406e7effabddd427952

Observation 53e4be20-8587-4ac4-bc82-6efa63f620b2 · outbound

This paper cites Line graphics digitization: A step towards full automation.

CHAOS: Chart Analysis with Outlier Samples Line graphics digitization: A step towards full automation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:00.473995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:55.914751Z digest=sha256:ab72fdd95a6f7ca2f9c9f8b1b3e940abf1abe96117e02077cd618e9a50f8d255

Observation fe10726d-cb5d-4727-b51e-56f3141b0362 · outbound

This paper cites Altchart: Enhancing vlm- based chart summarization through multi-pretext tasks.

CHAOS: Chart Analysis with Outlier Samples Altchart: Enhancing vlm- based chart summarization through multi-pretext tasks

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:00.235544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:56.026255Z digest=sha256:1f69cdaf3c06c2cf16987153fe78d7745ecd5ef9d492475c99216773c24a6b48

Observation 34772f82-dac3-4e56-aa84-bfe565340cd5 · outbound

This paper cites Charteye: A deep learning framework for chart information extraction.

CHAOS: Chart Analysis with Outlier Samples Charteye: A deep learning framework for chart information extraction

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:54:00.008675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:56.076039Z digest=sha256:b61914c907da29790ab6971830cc013bc18e074956358a3f0d8b3e27e5d4f128

Observation 7653af14-2b82-4f4d-a856-f59bd2ecbd13 · outbound

This paper cites The Inter-Intra Modal Measure: A Predictive Lens on Fine-Tuning Outcomes in Vision-Language Models.

CHAOS: Chart Analysis with Outlier Samples The Inter-Intra Modal Measure: A Predictive Lens on Fine-Tuning Outcomes in Vision-Language Models

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:53:57.692043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:56.194788Z digest=sha256:d04a001df8d6d832f6fe3073577c4b6af2d1f0973b3c698d7ed9cf80488d3e78

Observation 1baa0e21-d5b8-4509-a18f-d29795ce609f · outbound

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

CHAOS: Chart Analysis with Outlier Samples Learning transferable visual models from natural language supervision

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:56.311424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:56.311424Z digest=sha256:9d9fc039ef4c40a72f5a82e6800ce89f64d7962fb23c2b981775fcb6f642fe00

Observation f4d47f91-cb8c-489e-a173-407d3b0d93fb · outbound

This paper cites ChartSumm: A large scale benchmark for Chart to Text Summarization.

CHAOS: Chart Analysis with Outlier Samples ChartSumm: A large scale benchmark for Chart to Text Summarization

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:53:59.555302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:56.441021Z digest=sha256:6c0b993afe6652a65451e218623e648a8d07689f6764d1aed97c8ec4f0e2c7d5

Observation 3efb9c47-1859-474c-ad4d-92cf22e6b30b · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

CHAOS: Chart Analysis with Outlier Samples Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:56.512885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:56.512885Z digest=sha256:0a48d88afb6d15d10a470265d8817dbfaffa87cd1c4e50e939c0246bf9768765

Observation 26691fa5-801d-4d91-bdc8-d98ceaa98cd3 · outbound

This paper cites A robust system for document layout analysis using multilevel homogeneity structure.

CHAOS: Chart Analysis with Outlier Samples A robust system for document layout analysis using multilevel homogeneity structure

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:53:59.344002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:56.623465Z digest=sha256:b542f0d052489a2b1e594791ccd1f0cc9563f47fba0508d9a425babcc4fe5170

Observation 91656f34-a0d5-4ab1-aa26-162c91e20c03 · outbound

This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.

CHAOS: Chart Analysis with Outlier Samples Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:56.767411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:56.767411Z digest=sha256:d9c194d2bb9d6694a3240db1f9e3c1268e603bf16d2c7c8a05317b38eaacdc6d

Observation 0904601c-61c8-4453-9ee9-ede22784ecb0 · outbound

This paper cites Chartmoe: Mixture of expert connector for advanced chart understanding.

CHAOS: Chart Analysis with Outlier Samples Chartmoe: Mixture of expert connector for advanced chart understanding

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:53:59.156188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:56.939419Z digest=sha256:ce7e208e8d705a393f0c64bf54f962a13b01c5b827fedf7cf08b7d57d06e442a

Observation c23a81ff-f206-4385-b6c7-ee8557d34728 · outbound

This paper cites Ureader: Universal ocr-free visually-situated language understanding with multimodal large language model.

CHAOS: Chart Analysis with Outlier Samples Ureader: Universal ocr-free visually-situated language understanding with multimodal large language model

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:53:58.807435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:57.075139Z digest=sha256:452cd3704ee5e7c1416a7bdf8b21510b5f2a64c60192a70ab5ab0ecf9834e980

Observation 625aea95-eae7-4804-a2b1-38b842f0a53f · outbound

This paper cites Sigmoid loss for language im- age pre-training.

CHAOS: Chart Analysis with Outlier Samples Sigmoid loss for language im- age pre-training

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:53:58.533216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:57.184588Z digest=sha256:83166e1c9777988f940fba8f82e658b44fedcb78e7aad9ad5a1cbbcaa5bac71a

Observation 4a50e559-09ab-4f55-8005-7a00f0c8ddf9 · outbound

This paper cites TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning.

CHAOS: Chart Analysis with Outlier Samples TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:57.244804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:57.244804Z digest=sha256:2cef2a18dfd4b70ff17ebc60d2e2d0e707ab56ad7f43d82a329b1e7b54b06052

Observation ced71a80-8c0a-4396-abb6-d5b597e0d29c · outbound

This paper cites WeLayout: WeChat Layout Analysis System for the ICDAR 2023 Competition on Robust Layout Segmentation in Corporate Documents.

CHAOS: Chart Analysis with Outlier Samples WeLayout: WeChat Layout Analysis System for the ICDAR 2023 Competition on Robust Layout Segmentation in Corporate Documents

Reference 57

Resolution
malformed identifier
local_arxiv, observed 2026-08-07T14:53:57.457747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:57.279259Z digest=sha256:ed5df39f50176b865739c0824ef50cb7d785a58950688b90acfbba39fb24bb07

Observation 71b9cea8-3009-48fb-a7e1-5cdb218558e0 · outbound

This paper cites an unresolved cited work.

CHAOS: Chart Analysis with Outlier Samples Unresolved cited work

Reference 2024

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T14:54:03.615982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:53:54.770878Z digest=sha256:6744993c7f5c1ce2fecdc6c0ede8514722f17e98e03395d5572c5ba33d4fb74f

Pith citing papers

Observation fa977e31-f916-4750-ab89-7aadde797d78 · inbound

How Do VLMs Behave When Blind or Misled? Behavioral Evaluation of VLMs on Scientific Figures cites this paper.

How Do VLMs Behave When Blind or Misled? Behavioral Evaluation of VLMs on Scientific Figures CHAOS: Chart Analysis with Outlier Samples

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-14T15:06:27.543437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-14T15:06:26.788584Z digest=sha256:6be90a9cbe4dff81d056b175b1f171d36ec5bd6ed4dae0a0afee4b5bf7e38bd2

Observation ab6ebd4b-1e6c-4195-b62c-e8753c1b0126 · inbound

How Do VLMs Behave When Blind or Misled? Behavioral Evaluation of VLMs on Scientific Figures cites this paper.

How Do VLMs Behave When Blind or Misled? Behavioral Evaluation of VLMs on Scientific Figures CHAOS: Chart Analysis with Outlier Samples

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-14T15:06:27.161659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T15:06:27.161659Z digest=sha256:21e61e34d195b3b144b347d5849fe28dcba84b064ae44b49167a9cb279b15d11