Paper Citation Record · LEDGER

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation

As of 10 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2507.11014.

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

pith.paper-citation-record.v1
2507.11014 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:24:07.274133Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T15:42:46.891891Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

verified exact2
verified fuzzy6
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation db7ff4c0-3821-4b40-a0a1-46c5d9032843 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Evaluating Large Language Models Trained on Code

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:05.620227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faaa56d6-885b-4c31-a845-dbebb6b6b79e · outbound

This paper cites Program Synthesis with Large Language Models.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:05.727112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d036c1e-2fce-47b0-a5bb-034678ecc75d · outbound

This paper cites MojoBench: Language Modeling and Benchmarks for Mojo.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation MojoBench: Language Modeling and Benchmarks for Mojo

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:05.814433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f315b6-09bb-4839-8937-5233d01e3212 · outbound

This paper cites mHumanEval -- A Multilingual Benchmark to Evaluate Large Language Models for Code Generation.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation mHumanEval -- A Multilingual Benchmark to Evaluate Large Language Models for Code Generation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:05.899426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d951ea6-5948-4b48-8d38-8eb5f15e6df3 · outbound

This paper cites The ns-3 network simulator,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation The ns-3 network simulator,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:09.144536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 27015b08-9ab3-45dd-8d28-ae083f7f7fc5 · outbound

This paper cites Genonet: Generative open xg network simulation with multi-agent llm and ns- 3,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Genonet: Generative open xg network simulation with multi-agent llm and ns- 3,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:08.980682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0b952d8f-62ce-40fb-80e1-63ed1cfc0b96 · outbound

This paper cites Toward Generative 6G Simulation: An Experimental Multi-Agent LLM and ns-3 Integration.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Toward Generative 6G Simulation: An Experimental Multi-Agent LLM and ns-3 Integration

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:24:08.116172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60d128b2-00db-4ea7-bef6-f1929e718cfe · outbound

This paper cites A research agenda for assessing the economic impacts of code generation models,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation A research agenda for assessing the economic impacts of code generation models,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:08.843143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8306e28d-1520-4bcb-bd5a-ecb8da4799cd · outbound

This paper cites CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:06.206749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ee001ae-66fc-4541-9260-4b3f3901f679 · outbound

This paper cites Llm-based test-driven interactive code generation: User study and empirical evaluation,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Llm-based test-driven interactive code generation: User study and empirical evaluation,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:06.283969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73568d7e-b688-4fd6-949a-b4c53da45381 · outbound

This paper cites AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:06.354702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43179279-fe2f-4a9e-9235-a84cb285626e · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Self-Refine: Iterative Refinement with Self-Feedback

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:06.424125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a23333-39b2-42a4-86e7-fc51c2a570f7 · outbound

This paper cites TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:24:07.688409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cc5f09db-2bc3-465f-84b8-b3de8d1cb668 · outbound

This paper cites LangChain v0.3,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation LangChain v0.3,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:08.677470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92c98adb-0417-4e7f-a509-17aaa4f7e17d · outbound

This paper cites Measuring coding challenge competence with APPS,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Measuring coding challenge competence with APPS,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:08.514108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f5fbc937-b3a2-46f1-b214-8f999e6182a7 · outbound

This paper cites Structured chain-of- thought prompting for code generation,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Structured chain-of- thought prompting for code generation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:06.759466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d637298-46d4-4f2f-a84b-180adbb2b307 · outbound

This paper cites Self-planning code generation with large language models,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Self-planning code generation with large language models,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:06.858428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fed754e-6bd1-44a4-bacb-c8a6939fdc3e · outbound

This paper cites Chain-of- thought prompting elicits reasoning in large language models,.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Chain-of- thought prompting elicits reasoning in large language models,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:08.358061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d0941fb3-31cf-49ae-b655-443df8e9e00c · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation ReAct: Synergizing Reasoning and Acting in Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:07.106990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f33a6b47-7e7a-4b40-9b9b-31b63ff32641 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:07.198280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84b22463-acfc-437b-b628-41f727c9da7e · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:07.274133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2b838f9c-ea72-49c4-99a7-ddd74b777c1e · inbound

PHITSBench: an execution-scored benchmark for AI-assisted PHITS radiation-transport input generation using natural language cites this paper.

PHITSBench: an execution-scored benchmark for AI-assisted PHITS radiation-transport input generation using natural language SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T15:42:46.891891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.