Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:50:19.636469Z
Paper Citation Record · LEDGER
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability
As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2506.02073.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T03:57:19.028507Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T17:38:44.142158Z
Reference resolution
25 of 25 outbound references displayed
- verified exact0
- verified fuzzy17
- unresolved7
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation af98473e-8a91-450a-be48-3e23b299db04 · outbound
This paper cites an unresolved cited work.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:21.404757Z
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 2761d4f8-d88e-4a7e-85ad-bd9273333415 · outbound
This paper cites import math.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability import math
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.361979Z
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 8d2e4f0f-69e7-43cb-aad9-c22390b06583 · outbound
This paper cites Import module XYZ.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Import module XYZ
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.075244Z
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 baf3e1d8-b3bb-47c9-a909-319343984673 · outbound
This paper cites Define function `function_name` with parameters `param1`, `param2` of type `type1`.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Define function `function_name` with parameters `param1`, `param2` of type `type1`
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.978322Z
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 be70f618-6e24-4219-b36b-8f8f3473222b · outbound
This paper cites ", "") # Initialize variables to store current group and stack to track parentheses current_group =.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability ", "") # Initialize variables to store current group and stack to track parentheses current_group =
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.477418Z
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 c885483c-121d-4e0f-855c-699546502b19 · outbound
This paper cites Check if `distance` is less than `threshold`.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Check if `distance` is less than `threshold`
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.835698Z
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 05a40d76-2a2e-4406-abf7-7147cc6f727a · outbound
This paper cites Iterate through the list `numbers`.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Iterate through the list `numbers`
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.747454Z
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 d61761e9-59ab-4ac7-addf-adb71b702cb7 · outbound
This paper cites Your task is to generate a natural language-oriented flowchart in `DOT` syntax.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Your task is to generate a natural language-oriented flowchart in `DOT` syntax
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.294598Z
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 f794b370-882f-4334-a782-06098138cc16 · outbound
This paper cites Only modify the `label` content of the nodes to describe the code's logic in natural language.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Only modify the `label` content of the nodes to describe the code's logic in natural language
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.252097Z
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 62844bc8-f196-416c-a25d-e17af7776e06 · outbound
This paper cites In particular, the definitions of various data types and function types should be clarified.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability In particular, the definitions of various data types and function types should be clarified
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.176866Z
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 4a1531b4-af85-411c-b7b7-a936274afd09 · outbound
This paper cites Assign the value of `radius * radius * pi` to `area`.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Assign the value of `radius * radius * pi` to `area`
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.899442Z
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 daf9d61b-98d7-43ca-a29c-54e676d73e86 · outbound
This paper cites Return `result`.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Return `result`
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.672326Z
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 a111228c-e9cf-476e-bf12-48e117eec778 · outbound
This paper cites an unresolved cited work.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.575719Z
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 14216d08-73cc-4e2f-a095-5681853533bc · outbound
This paper cites ```”). --- **Example:** **Given DOT Input:** ```dot digraph FlowChart { 1 [shape=ellipse, label=.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability ```”). --- **Example:** **Given DOT Input:** ```dot digraph FlowChart { 1 [shape=ellipse, label=
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.514509Z
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 61c545c9-3268-47d6-acfb-f7eef085e038 · outbound
This paper cites Ensure that the program is functional and adheres to the flowchart's steps.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Ensure that the program is functional and adheres to the flowchart's steps
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.417362Z
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 f808b1f5-f5a1-48d3-99ee-89f06c178171 · outbound
This paper cites - Implement loops, conditionals, and assignments as indicated by the flowchart.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability - Implement loops, conditionals, and assignments as indicated by the flowchart
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.325648Z
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 b744c0d2-6025-4d53-9695-cc4c338d1f26 · outbound
This paper cites an unresolved cited work.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.241772Z
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 3b82b49e-5e80-4e47-9774-5b29156aad46 · outbound
This paper cites an unresolved cited work.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.152616Z
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 4bc89b8a-dbbf-4573-a1cf-b4e1aa46e4e6 · outbound
This paper cites an unresolved cited work.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.069087Z
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 c8e0276e-55a3-4f22-bb6c-21c9103ddfab · outbound
This paper cites The code should be solely composed of the functional elements from the flowchart, without any descriptive or explanatory annotations.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability The code should be solely composed of the functional elements from the flowchart, without any descriptive or explanatory annotations
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:19.944146Z
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 016c7464-a531-49b3-868f-ad8c0568d088 · outbound
This paper cites role": "user.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability role": "user
Reference 25
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T11:50:19.812218Z
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 ebb2a36d-2e0d-4b94-bec4-ca152296d9d3 · outbound
This paper cites Yuhang Lai, Chengxi Li, Yiming Wang, Tianyi Zhang, Ruiqi Zhong, Luke Zettlemoyer, Wen-tau Yih, Daniel Fried, Sida Wang, and Tao Yu.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Yuhang Lai, Chengxi Li, Yiming Wang, Tianyi Zhang, Ruiqi Zhong, Luke Zettlemoyer, Wen-tau Yih, Daniel Fried, Sida Wang, and Tao Yu
Reference 2019
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.536028Z
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 b2fbcb87-2a4b-4a59-80c0-6ad71bd418c1 · outbound
This paper cites Decoupled Weight Decay Regularization.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability Decoupled Weight Decay Regularization
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:17.271332Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5a8e535-f17e-4002-8e30-f3e481faad12 · outbound
This paper cites McEval: Massively Multilingual Code Evaluation.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability McEval: Massively Multilingual Code Evaluation
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:17.113794Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fbb1c71-ace9-42ba-9199-6e90102245b7 · outbound
This paper cites https://blog.google/technology/google- deepmind/google-gemini-ai-update-december- 2024/.
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability https://blog.google/technology/google- deepmind/google-gemini-ai-update-december- 2024/
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.612895Z
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.
Pith citing papers
Observation 2da5c1bf-1007-4d78-89a9-0e1be963e4b2 · inbound
Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence cites this paper.
Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T17:38:44.143767Z
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.