Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:11:05.881956Z
Paper Citation Record · LEDGER
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 5 inbound Pith citation observations for arXiv:2412.02764.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:42:09.502274Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T15:18:32.707023Z
Reference resolution
24 of 24 outbound references displayed
- verified exact1
- verified fuzzy15
- unresolved8
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1296daf9-43bf-443a-b070-0873db5177eb · outbound
This paper cites Le veraging large language models for data analysis automation,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Le veraging large language models for data analysis automation,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.237472Z
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.
Observation f805fbfb-e04f-4f06-aea0-0fb0557a9734 · outbound
This paper cites Pipe(line) dreams: Fully au tomated end- to-end analysis and visualization,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Pipe(line) dreams: Fully au tomated end- to-end analysis and visualization,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.224123Z
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.
Observation 2641da3e-e307-485c-a8b1-6119d29ebe2a · outbound
This paper cites LLMs f or science: Usage for code generation and data analysis,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code LLMs f or science: Usage for code generation and data analysis,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.209946Z
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.
Observation f38cbc8b-4cae-4158-a8b9-8ea39c86bacf · outbound
This paper cites MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization
Reference 4
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a23719f-2d9c-4cdc-a180-e040cfb01f1b · outbound
This paper cites Expectat ion vs. experi- ence: Evaluating the usability of code generation tools pow ered by large language models,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Expectat ion vs. experi- ence: Evaluating the usability of code generation tools pow ered by large language models,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.196525Z
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.
Observation 80be52c5-7409-4286-8b65-f914ad241e1d · outbound
This paper cites DS-1000: A natural and reliable benchmark for data science code generation,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code DS-1000: A natural and reliable benchmark for data science code generation,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.182000Z
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.
Observation 88f2442b-7fdc-45b1-97c7-fe377454450e · outbound
This paper cites Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T23:11:05.703705Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 285ad928-ea9c-4a5a-8c1f-088447eb1363 · outbound
This paper cites ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T23:11:05.708253Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64cdd59e-fa45-4c7a-949e-f8a9b4c239ed · outbound
This paper cites nvBench: A Large-Scale Synthesized Dataset for Cross-Domain Natural Language to Visualization Task.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code nvBench: A Large-Scale Synthesized Dataset for Cross-Domain Natural Language to Visualization Task
Reference 9
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea5cffa7-83e3-413c-afd7-e957e792f133 · outbound
This paper cites pandas-dev/pandas: Pan das,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code pandas-dev/pandas: Pan das,
Reference 10
- Resolution
- verified exact
- doi, observed 2026-08-11T23:11:05.916283Z
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.
Observation afea46eb-8104-4a19-923a-0d21c3029e9b · outbound
This paper cites Hello GPT-4o,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Hello GPT-4o,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.168292Z
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.
Observation 0be27900-62e7-49e5-bbb4-8c82b56b9e1f · outbound
This paper cites The Claude 3 model family: Opus, Sonnet, Ha iku,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code The Claude 3 model family: Opus, Sonnet, Ha iku,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.153961Z
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.
Observation 0c463be8-7560-49c2-9990-bbd0599dfad4 · outbound
This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T23:11:05.834413Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3a9c9a4-9d28-44f1-8ea0-06a5c36d2422 · outbound
This paper cites The Llama 3 Herd of Models.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code The Llama 3 Herd of Models
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T23:11:05.840249Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16f84e66-a811-4db4-a582-6bfb983e1836 · outbound
This paper cites Matplotlib: A 2D graphics environment,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Matplotlib: A 2D graphics environment,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.139185Z
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.
Observation dd5b4ecf-02e1-420b-9f32-e18687703228 · outbound
This paper cites Seaborn: statistical data visualizatio n,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Seaborn: statistical data visualizatio n,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.126000Z
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.
Observation 42e82cb7-6a71-42f0-bc49-db8f253b1514 · outbound
This paper cites Collaborative data scienc e,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Collaborative data scienc e,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.111677Z
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.
Observation bce5986a-7059-4043-824a-3a4db4378bd4 · outbound
This paper cites HuggingFace Page with PandasPlotBench,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code HuggingFace Page with PandasPlotBench,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.096229Z
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.
Observation 03bdaba8-08a6-4907-9d4d-cf77ba6c765a · outbound
This paper cites Code for running the benchmark,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Code for running the benchmark,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.081942Z
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.
Observation 98e80da5-cb13-4b0a-9fa8-95c1c474fb69 · outbound
This paper cites Supplementary materials,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code Supplementary materials,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.067355Z
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.
Observation 4c155640-331a-40c7-90d4-91840aaf6440 · outbound
This paper cites MatPlotLib Gallery,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code MatPlotLib Gallery,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.053973Z
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.
Observation bb151c14-0d12-4129-9fb0-3efcb53b472f · outbound
This paper cites GPT-4 Technical Report.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code GPT-4 Technical Report
Reference 22
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ad7261f-4ab2-436b-8bf1-f5bfb3363170 · outbound
This paper cites GPT-4V(ision) System Card,.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code GPT-4V(ision) System Card,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T23:11:06.039487Z
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.
Observation 9188646f-6a84-4200-99b0-a6bd27450897 · outbound
This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.
Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 24
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 44978140-8e11-45f5-8954-b165103bdd0c · inbound
MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios cites this paper.
MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
Reference 13
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62edd80c-aa5f-41dc-ad03-6e0a71601121 · inbound
VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction cites this paper.
VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T11:11:27.539239Z
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.
Observation cdfda063-5c8d-4404-8dbb-bc397fcba74a · inbound
SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents cites this paper.
SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
Reference 20
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7967d04d-d35c-4235-892b-d00caa6a0a85 · inbound
SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents cites this paper.
SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
Reference 19
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2075e0c2-d607-4df1-94aa-2bc1814b3fcb · inbound
PairCoder++: Pair Programming as a Universal Paradigm for Verified Code-Driven Multimodal and Structured-Artifact Generation cites this paper.
PairCoder++: Pair Programming as a Universal Paradigm for Verified Code-Driven Multimodal and Structured-Artifact Generation Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
Reference 70
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T15:18:32.709074Z
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.