Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests | Paper Citation Record

Observation 6f4a2150-2788-43a2-a3e1-68ada0b452cf · outbound

This paper cites Test Wars: A Comparative Study of SBST, Symbolic Execution, and LLM-Based Approaches to Unit Test Generation.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Test Wars: A Comparative Study of SBST, Symbolic Execution, and LLM-Based Approaches to Unit Test Generation

Reference 1

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 2

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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This paper cites Ammann, P.E.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Ammann, P.E

Reference 6

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:20.626351Z

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:20.611168Z

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Observation a5d82c98-8f17-43ca-928b-faf570d9bf0e · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:20.596572Z

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Observation ed2ba624-e6aa-4c94-9e64-eb10c5a5dd84 · outbound

This paper cites 2002.Test-Driven Development: By Example.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests 2002.Test-Driven Development: By Example

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:32:20.581899Z

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Observation d0f6e6e9-eaf6-46c0-aa32-cc64d4006c1c · outbound

This paper cites Language Models are Few-Shot Learners.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Language Models are Few-Shot Learners

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.078510Z

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 12

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 13

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Evaluating Large Language Models Trained on Code

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.092778Z

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Observation 6cb066f8-9c58-4485-89bb-4064e78409e6 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Desmarais

Reference 18

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.115019Z

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests DeepSeek-V3 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.118632Z

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Observation f149bd5e-09b6-4058-889d-b4221d40a11f · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 21

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Enoiu, Adnan Čaušević, Thomas J

Reference 22

Resolution: verified exact; doi, observed 2026-08-15T15:32:18.888206Z

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 23

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Observation 89326cb0-a848-4fc7-9bf8-4a36d9e88afc · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Jacob Tsao, and Ye Wu

Reference 24

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Observation 928eb376-51db-42de-b745-5436c05d92cd · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 25

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.147134Z

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests The Curious Case of Neural Text Degeneration

Reference 28

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 29

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 30

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Measuring the Influence of Incorrect Code on Test Generation

Reference 31

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Observation da3ad76f-e740-45dc-8a49-15fae22e8089 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 32

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Observation c4f79ab6-f611-4dbb-8b1a-b38ce0191526 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 33

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Observation 461d716c-c03c-45e5-8ac6-e05a2189ab99 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Richard Landis and Gary G

Reference 35

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Lahiri, and Siddhartha Sen

Reference 36

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Nuances are the Key: Unlocking ChatGPT to Find Failure-Inducing Tests with Differential Prompting

Reference 38

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Zhang, Mark Harman, Yudong Han, Yun Ma, Yihong Dong, Ge Li, and Gang Huang

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 40

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 41

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Observation 1221ffb6-c81a-4ca9-90b4-54f66f0aca9c · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Design choices made by LLM-based test generators prevent them from finding bugs

Reference 43

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Miles, A

Reference 44

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Observation 28924fcb-8bbd-4db3-81ab-a6f1cc2831d9 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature

Reference 45

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 46

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests GPT-4o System Card

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests gpt-oss-120b & gpt-oss-20b Model Card

Reference 49

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Observation fa8b3e2a-2161-49bf-910b-1842f6546986 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests ASTER: Natural and Multi-language Unit Test Generation with LLMs

Reference 51

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Observation 89b7845c-652a-4484-ac88-a5f56f8431b5 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Păsăreanu, Peter C

Reference 52

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Observation 9b278ef5-414b-4303-b0a5-babbb7dc5249 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Observation c20b0023-72ec-4fa5-8380-c2d65cfb9774 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Hellendoorn

Reference 55

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests 2025.The Coding Manual for Qualitative Researchers(fifth ed.)

Reference 56

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Observation 72eaf1e6-9aa2-4d9a-94fe-836bde5fccf4 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Observation 39516700-04b5-4f75-a8a7-ec44fbea96a8 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Domain Adaptation for Code Model-based Unit Test Case Generation

Reference 59

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Observation 169590b4-d614-49a5-b865-82da2c076306 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

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Observation d39b1de1-f376-447a-8d14-3a4f0ba33715 · outbound

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Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests 2011.Software Engineering(ninth ed.)

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:32:20.463063Z

Source-reported events for the cited work

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Observation 8dba29fe-e063-46f6-9d85-9f6715740baf · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 62

Resolution: verified exact; doi, observed 2026-08-15T15:32:18.631492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 846568c7-9402-420e-a8f4-410e1d1e50ef · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 63

Resolution: verified exact; doi, observed 2026-08-15T15:32:18.616599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 97d9a1a5-8610-4966-96cd-055596b1fe4d · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.310142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80913d5-d189-4068-800a-446c5d8bbc2c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests LLaMA: Open and Efficient Foundation Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.313838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e65ae34-3fad-41aa-8b69-826be5dae597 · outbound

This paper cites Unit Test Case Generation with Transformers and Focal Context.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unit Test Case Generation with Transformers and Focal Context

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.317941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce314793-4d59-4073-a828-6601c8cefd21 · outbound

This paper cites Attention Is All You Need.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Attention Is All You Need

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.322028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba697dcd-1770-4bb0-b1d5-34e7194f997b · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.326317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb344e2-c491-47e2-be6d-6909cd656728 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.330669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae6e37a1-8b5f-4f1a-baa5-3968e2cae5ec · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.335296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e3ea7d0-4d23-4a74-96b8-fad7e0e3a3d7 · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.339715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2266d18f-8f64-4d4d-ac4f-25fcb3e1dde3 · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.344180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab2875cd-0247-4253-901e-60a2f03e4426 · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.348415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d05c235d-3146-48aa-b346-a37b6f91e5f6 · outbound

This paper cites Rethinking Benchmark and Contamination for Language Models with Rephrased Samples.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Rethinking Benchmark and Contamination for Language Models with Rephrased Samples

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.352655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d798cf0-dab6-44d8-a694-4c9dd3579b81 · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.357852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c33e18d-da76-49c3-89eb-a541b5750d19 · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.366904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c1f7321-28b2-422d-b16a-f2cc39fa4402 · outbound

This paper cites an unresolved cited work.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.371295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1218ee9f-11ab-4b66-8df7-7d289710f489 · outbound

This paper cites Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests

Reference 78

Resolution: verified exact; doi, observed 2026-08-15T15:32:18.415348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c81c8358-953a-4b7c-9ab3-d28b64a898ea · outbound

This paper cites ACM Softw.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests ACM Softw

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.362482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers