Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM | Paper Citation Record

Observation be4581f8-d4c3-4fe2-b36a-6d66eb3295b8 · outbound

This paper cites LLM4VFD replication pacakge.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM LLM4VFD replication pacakge

Reference 1

Resolution: verified exact; doi, observed 2026-08-10T14:48:57.766078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c5680c0f-2011-4516-8e60-0974590cdc49 · outbound

This paper cites GPT-4 Technical Report.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.404572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c221f622-ee95-4c02-8b0a-69a9528a482f · outbound

This paper cites Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.409513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbc1e1f1-eb2b-486d-adbc-9b5f07cfedaf · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.926878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0a42d01e-5b82-4c24-8df7-15c33703c5b1 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.914061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fff5baaa-43bd-4b1d-a309-1dc69f1c911b · outbound

This paper cites Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.423496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00a95a42-92a5-4c7f-b23e-e34ac893ae7e · outbound

This paper cites Unleashing the potential of prompt engineering for large language models.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unleashing the potential of prompt engineering for large language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.428078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 061cc0f8-008d-4dfc-bcf8-d133f4fdeb0a · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Evaluating Large Language Models Trained on Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.432133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32c412b4-b017-4952-9da1-51f722188b1e · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.900847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b06b04ee-2fa6-4d04-9dba-1755395fbc84 · outbound

This paper cites VERCATION: Precise Vulnerable Open-source Software Version Identification based on Static Analysis and LLM.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM VERCATION: Precise Vulnerable Open-source Software Version Identification based on Static Analysis and LLM

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.440951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4763110a-86e2-4a11-9cbd-f8cb56da7c8d · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.886560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c39942f0-238d-46ba-b27d-0fb69805499b · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.872689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e92d717-5430-4102-8ef7-fbdab288d567 · outbound

This paper cites A Survey on In-context Learning.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM A Survey on In-context Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.454680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d107014b-03d0-4a10-8cc1-0948d1ace9e4 · outbound

This paper cites Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.459379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bebc0641-5552-4bee-90c4-6d6b3ad57d6e · outbound

This paper cites The Llama 3 Herd of Models.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM The Llama 3 Herd of Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.464007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bb6ba66-e619-48f6-b1d2-82deb027d2f0 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.858970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7014ef38-c317-4cf7-80c2-c416dd5b6dcb · outbound

This paper cites Exploring the Capabilities of LLMs for Code Change Related Tasks.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Exploring the Capabilities of LLMs for Code Change Related Tasks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.471669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63ef66f4-fe91-4f3a-8cb7-39b6f7553c41 · outbound

This paper cites Teams of LLM Agents can Exploit Zero-Day Vulnerabilities.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Teams of LLM Agents can Exploit Zero-Day Vulnerabilities

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.476195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d2ea676-93d3-40c8-81f7-0b6e976bb371 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.844484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 219b913f-13eb-4db2-a192-ff98a353b9ca · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.828879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 744a4b12-519d-4f48-8ac4-52b56c0463b2 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.814090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bb0de29a-9a5c-40a5-bb27-f70c12ca0fa4 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.798953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0d148df6-8d5c-4866-be3c-68594f17ca08 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.784536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b88a77d7-6e8c-4e4b-9a1f-462fdc8dd52f · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Measuring Massive Multitask Language Understanding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.500476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be8b131-3420-4e5a-9d8d-fa175267d372 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.769466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1464d27f-4b55-4d55-a4aa-22efd83a9328 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.508094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07fb66c1-4a12-4a01-b723-67e5f4e80b8a · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.745978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5e001b24-93c6-412a-9866-215774b48596 · outbound

This paper cites SelfEvolve: A Code Evolution Framework via Large Language Models.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM SelfEvolve: A Code Evolution Framework via Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.525473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51d159d-b5ab-4b8d-b92b-103a059c1cba · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.732209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2ea6520f-0f75-42c8-8938-7f0e44d7e30a · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.719155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7027f454-1dc9-4a96-a417-1162562d0403 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Gonzalez, Hao Zhang, and Ion Stoica

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.537101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c001add8-a13b-4c52-ab68-3441fb129c57 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.696057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a55dcf2c-7152-4116-9caa-f9ca003ae38e · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.682528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation df2ce521-5816-4cfe-a5b7-4f8a80898159 · outbound

This paper cites Towards General Text Embeddings with Multi-stage Contrastive Learning.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Towards General Text Embeddings with Multi-stage Contrastive Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.549190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 386a07b4-692b-4783-bf9b-aeffb16196a2 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.668065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 09fa3bb1-2f12-497a-ab57-9b5dcd350d35 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.654144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6cb766e4-30bb-4e6d-86c1-63dca0d32059 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.638656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a320c53c-c28b-4fa9-920d-e6a3984b4820 · outbound

This paper cites MTEB: Massive Text Embedding Benchmark.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM MTEB: Massive Text Embedding Benchmark

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.566234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19894061-9f39-4791-985b-ce11d6e7482a · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.624085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f8a4958b-8ced-48c6-ad84-24bcb5955446 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.609904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3b4e97a1-9d49-4530-ac61-cc28398da3a7 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.596293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 284bd5d7-dcb0-44f5-b286-d7e0748ef7b1 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.583804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 34e66dd2-a8e9-48d0-88f7-2f915349e0bb · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.569816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 840f371b-82c7-49fe-b7fc-6ff354b4b7b4 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.554224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e9afc152-c7c0-415a-81e7-87d03ce5df5a · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.538178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 702263c9-47b6-4254-b73a-fe52871a0a3a · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.523893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 42d439ad-1a2c-476d-afd7-1ffc805de95f · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.509587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eebe3ac4-df7c-43c8-a062-24e8654ef0b4 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.494877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 51e3abc3-5c2c-4cb4-a362-8a98f4c21d97 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.480100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 82d2b1fa-753e-4926-8d14-07b9534b6e42 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.616725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b9fc6d1-c054-44f2-80e7-f8120874c6ad · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.456147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41bdc110-1842-42ea-bafa-7fd052e5770c · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.624974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f39db64-f607-469f-9112-ed2b3ce6f945 · outbound

This paper cites Is Temperature the Creativity Parameter of Large Language Models?.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Is Temperature the Creativity Parameter of Large Language Models?

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.633778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc0f5bdd-d167-47de-883c-b6b256b6fd6f · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.414390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f49436b9-c701-4492-8d6a-7ea0c0cb29be · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.399465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2cfe0b15-b0c3-4f4c-b961-ad34807cf3dc · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.385164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ccc5aed7-54bf-4dac-b1ef-0002792dbff4 · outbound

This paper cites The Effect of Sampling Temperature on Problem Solving in Large Language Models.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM The Effect of Sampling Temperature on Problem Solving in Large Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.650853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 982509a4-d474-4510-bb57-79947a309a1d · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.371213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3d5c4277-4735-4678-9316-6672b11004ce · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.358517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 07624177-6d21-4ddb-bcf0-94d11cfc66c3 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.344770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f6d154c5-d440-49f8-b6bd-99dda5a40648 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.329792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ac0465a5-429f-4520-917a-e7ddb7129132 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.315727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 749a108c-48c7-4932-b8dd-5b78b3abdd25 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.301019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cfc7ecb3-52ee-4176-ab58-7557e367ea96 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.286336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b9bdfb66-98de-4699-8240-e0fabbced6fb · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.272379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41a808ef-4548-490b-a573-026e47b7ddf2 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.258070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0d17813c-4528-45dc-bb48-be2ccc5788a9 · outbound

This paper cites Qwen2 Technical Report.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Qwen2 Technical Report

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.689137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37d7bef0-e738-44fb-a37b-cb533ea49443 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.243341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 15da0536-47f9-4ddd-93e4-8274c536fa5c · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.228901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bae6707b-0971-47c1-af1e-287331dc7bfe · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Instruction-Following Evaluation for Large Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.702042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 710c41f7-d6f3-446e-91e6-bd7c0978d22b · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.213453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 80e28408-9aee-4c35-ba37-8561b77d4e4e · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.196162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7d260ae7-bbb3-437e-a58f-ce1d7f3e56a1 · outbound

This paper cites Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.714982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ebef08c-8c3a-4aa9-baf2-ca00f85be7a3 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.179220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 85ae00de-cd25-4239-8984-3b80f30bfdde · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.161861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4d443474-420c-4469-88dc-2c97f9550c75 · outbound

This paper cites an unresolved cited work.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:48:58.144968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4ccb4e22-ad2d-4c0a-a704-88d1c438c257 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.730639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1d9b0d-e30d-4e0f-a313-7f476f409fb8 · outbound

This paper cites In Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM In Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:48:58.430291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bb88804d-a70e-4206-bad9-df5c088a9e5b · outbound

This paper cites Large Language Models for Software Engineering: A Systematic Literature Review.

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM Large Language Models for Software Engineering: A Systematic Literature Review

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.512565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4e4c8e8-5b92-4bee-b25e-81bcd613d126 · outbound

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

Code Change Intention, Development Artifact and History Vulnerability: Putting Them Together for Vulnerability Fix Detection by LLM LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T14:48:57.521089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers