Paper Citation Record · LEDGER

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation

As of 23 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 3 inbound Pith citation observations for arXiv:2505.09027.

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

pith.paper-citation-record.v1
2505.09027 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:47:07.814079Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:15:49.870701Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T21:47:27.669855Z

Reference resolution

52 of 52 outbound references displayed

verified exact0
verified fuzzy13
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0462b0fe-f9b9-449a-876d-c752e7a6d3b4 · outbound

This paper cites https://fireship.io/, 2017.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation https://fireship.io/, 2017

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.684178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3650eac4-9627-493e-9f51-7021453ed6d3 · outbound

This paper cites https://huggingface.co/spaces/onekq-ai/WebApp1K-models-leaderboard, 2024.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation https://huggingface.co/spaces/onekq-ai/WebApp1K-models-leaderboard, 2024

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.670920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dd21de74-1115-4612-92d6-aae255055870 · outbound

This paper cites Fullstack React: The Complete Guide to ReactJS and Friends.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Fullstack React: The Complete Guide to ReactJS and Friends

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.658109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0d262345-6a76-4e2c-a032-ac6fb2a700c5 · outbound

This paper cites W., Tian, Z., and Barber, D.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation W., Tian, Z., and Barber, D

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.644106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3ff65f97-89f7-4589-ac24-76abb06bcb5f · outbound

This paper cites Program Synthesis with Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Program Synthesis with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.594998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 720d92f7-4a2a-4aaa-9586-9164d968b40d · outbound

This paper cites Test Driven Development: By Example.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Test Driven Development: By Example

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.630485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 76ea2de5-545f-4994-994b-648d53a26076 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Evaluating Large Language Models Trained on Code

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.605847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0584331-f6f9-4d53-872d-dae2d6bb9602 · outbound

This paper cites Batch Prompting: Efficient Inference with Large Language Model APIs.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Batch Prompting: Efficient Inference with Large Language Model APIs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.610338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b4a062-6245-4b85-926f-29b4690499bb · outbound

This paper cites INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.615092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 719c4ffa-361f-4604-a5ce-d629d2676e6d · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.620033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a0f1859-90db-4a62-83c0-739ebb42685c · outbound

This paper cites A Survey on In-context Learning.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation A Survey on In-context Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.624728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 461be28f-c97b-4641-9370-7ef4f096f8d3 · outbound

This paper cites ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.629346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd1fbb5f-f044-4772-8892-8889ee8514fc · outbound

This paper cites Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.634038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5cb4a5-f725-440f-a4cf-25c7d7ffcea3 · outbound

This paper cites Instruction Following without Instruction Tuning.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Instruction Following without Instruction Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.638694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74e871a1-6597-4553-9e42-b263a33f2bae · outbound

This paper cites OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.643347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87ec06e8-8f97-4d0a-ac33-31ea501dc86e · outbound

This paper cites Qwen2.5-Coder Technical Report.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Qwen2.5-Coder Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.648125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e64c5eb5-2b86-49d0-8479-78cff52564e6 · outbound

This paper cites Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.652728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9525066-813c-4d68-9fb3-4c8eb248a001 · outbound

This paper cites LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.657348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation defd3581-e110-4905-9dc0-8d4a0f74517c · outbound

This paper cites Coarse-Tuning Models of Code with Reinforcement Learning Feedback.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Coarse-Tuning Models of Code with Reinforcement Learning Feedback

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.662160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c69ee599-1f0a-498a-a851-125011ea847d · outbound

This paper cites FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.666667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03882f12-0034-442f-8a59-4e8313df98a2 · outbound

This paper cites E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.617178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4adbef44-8446-42d9-8d7a-f93b43b868dd · outbound

This paper cites DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.675498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 915a6cd4-65f3-4ef4-a628-341ea80bc722 · outbound

This paper cites StarCoder: may the source be with you!.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation StarCoder: may the source be with you!

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.680056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fa98f54-f811-429b-a87d-1c8a57f09ffe · outbound

This paper cites Implicit In-context Learning.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Implicit In-context Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.684338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed84cfbb-69f1-41ea-ab58-a338c2f77e91 · outbound

This paper cites Let's Verify Step by Step.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Let's Verify Step by Step

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.688878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8ea5523-8453-4789-bad1-2f6484f8211b · outbound

This paper cites F., Lin, K., Hewitt, J., Paranjape, A., Bevilacqua, M., Petroni, F., and Liang, P.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation F., Lin, K., Hewitt, J., Paranjape, A., Bevilacqua, M., Petroni, F., and Liang, P

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.603780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c97fe7e4-7e51-47c6-9df7-1b3c0cff747c · outbound

This paper cites Large Language Model Instruction Following: A Survey of Progresses and Challenges.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Large Language Model Instruction Following: A Survey of Progresses and Challenges

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.697713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2b2882a-a8e7-4d3a-8d5b-abc2d9b55254 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation StarCoder 2 and The Stack v2: The Next Generation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.702234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df2d2159-68ab-4370-a72f-070494b27d7b · outbound

This paper cites Test-Driven Development for Code Generation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Test-Driven Development for Code Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.706561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 271b15e7-e93d-4fdf-a334-d587f66cd78e · outbound

This paper cites React framework.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation React framework

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.590131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3a550d67-7c0d-4c16-a61d-2ce2f3e3ca1c · outbound

This paper cites Mdn web docs.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Mdn web docs

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.576363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5a25c69c-92ef-484e-8d02-4068ba50ab84 · outbound

This paper cites Testing LLMs on Code Generation with Varying Levels of Prompt Specificity.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Testing LLMs on Code Generation with Varying Levels of Prompt Specificity

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.719350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebb585c0-1a04-4db3-b8ec-b7f23788334e · outbound

This paper cites Introducing swe-bench verified.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Introducing swe-bench verified

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.561237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c5ec8b29-f0af-4db3-9c5c-a70c71903b42 · outbound

This paper cites LLM4TDD: Best Practices for Test Driven Development Using Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation LLM4TDD: Best Practices for Test Driven Development Using Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.728062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc88c425-18c2-4da5-b1dd-5dbbe5c68ea1 · outbound

This paper cites InFoBench: Evaluating Instruction Following Ability in Large Language Models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation InFoBench: Evaluating Instruction Following Ability in Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.732870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d6b7c9b-327d-494d-8a9f-0cb3537a75e6 · outbound

This paper cites Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.737318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb5ffa12-f980-4474-b14d-ee50c8e0538a · outbound

This paper cites What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.742026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 247971a5-568a-418d-99b1-f7ce0686afbf · outbound

This paper cites Multi-Task Inference: Can Large Language Models Follow Multiple Instructions at Once?.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Multi-Task Inference: Can Large Language Models Follow Multiple Instructions at Once?

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.746574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69f1cd5d-4d97-47f8-bf9a-4bac9cd57cc5 · outbound

This paper cites Reinforcement Learning from Automatic Feedback for High-Quality Unit Test Generation.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Reinforcement Learning from Automatic Feedback for High-Quality Unit Test Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.751262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d573ca1f-aeb5-4510-b5e1-5736206e424c · outbound

This paper cites Hypothesis search: Inductive reasoning with language models.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Hypothesis search: Inductive reasoning with language models

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.548163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 19ed2752-1f40-477b-9d16-e94153571148 · outbound

This paper cites Self-Instruct: Aligning Language Models with Self-Generated Instructions.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Self-Instruct: Aligning Language Models with Self-Generated Instructions

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.760111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26dfcfc7-7d51-424f-beb6-92c6198698e4 · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Finetuned Language Models Are Zero-Shot Learners

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.764609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1636f878-e7bc-42ae-b828-47a5a3305420 · outbound

This paper cites An Explanation of In-context Learning as Implicit Bayesian Inference.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation An Explanation of In-context Learning as Implicit Bayesian Inference

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.769478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a8ee398-e969-410e-a2c8-3c5ff1b3792f · outbound

This paper cites C.-J., Zhang, T., Patil, S.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation C.-J., Zhang, T., Patil, S

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.534301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a124e88e-1682-4684-a24d-b62c2944c9b1 · outbound

This paper cites Codereval: A benchmark of pragmatic code generation with generative pre-trained models, 2023.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Codereval: A benchmark of pragmatic code generation with generative pre-trained models, 2023

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:47:08.520633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e55de092-178a-497a-9eb0-142bbdfa4e10 · outbound

This paper cites an unresolved cited work.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:47:08.505637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 15bc3cae-9ad1-4898-a751-1b50d544cbeb · outbound

This paper cites Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.788740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b29a5d1f-77b3-4244-9464-5dc0aa06eeb8 · outbound

This paper cites A survey on self-play methods in reinforcement learning, 2024.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation A survey on self-play methods in reinforcement learning, 2024

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.793104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d27b172-205f-4406-bbb0-0f5b22181f5a · outbound

This paper cites write newline.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation write newline

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.798142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 234bdd77-f35f-4f1d-ac78-5dfb1b12e841 · outbound

This paper cites @esa (Ref.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation @esa (Ref

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.804378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 906089b1-26ce-4101-9caa-fd1507ce5f58 · outbound

This paper cites an unresolved cited work.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.809539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 009752c6-dfa6-4d46-8b19-e93ff9b46d5e · outbound

This paper cites an unresolved cited work.

Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T21:47:07.814079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f9739363-1866-4844-9794-a79322847282 · inbound

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI cites this paper.

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation

Reference 191

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:49.870701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a7f6292-c31c-4d4b-a303-b8ef39fabb6b · inbound

TDD Governance for Multi-Agent Code Generation via Prompt Engineering cites this paper.

TDD Governance for Multi-Agent Code Generation via Prompt Engineering Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:16:26.986082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 599f82cd-22cb-4a15-ae19-d5bf46f4818e · inbound

TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse cites this paper.

TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:47:27.671119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.