Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T09:22:38.776358Z
Paper Citation Record · LEDGER
An Empirical Study of Proactive Coding Assistants in Real-World Software Development
As of 5 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2605.05700.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T12:10:56.403959Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-06-29T12:13:26.609508Z
Reference resolution
43 of 43 outbound references displayed
- verified exact14
- verified fuzzy28
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5a36a481-27cc-4c12-a599-1165ceddfdb4 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Evaluating Large Language Models Trained on Code
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T20:21:11.800652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4ec13fc2-9d6b-4cc6-a6c0-61c95a38e625 · outbound
This paper cites Competition-level code generation with alphacode.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Competition-level code generation with alphacode
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.649241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2e7fe5ca-9c67-41cd-8850-c3cde8dc1f7b · outbound
This paper cites An empirical evaluation of using large language models for automated unit test generation.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development An empirical evaluation of using large language models for automated unit test generation
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.689180Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 520ff133-1824-4ede-a107-ff8e562c4c24 · outbound
This paper cites Evolving with ai: A longi- tudinal analysis of developer logs.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Evolving with ai: A longi- tudinal analysis of developer logs
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.878231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation adcc49e8-11fd-4fb3-9eab-562d24c0c94c · outbound
This paper cites Github copilot in the classroom: learning to code with ai assistance.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Github copilot in the classroom: learning to code with ai assistance
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.673699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9e4d08b8-e970-45e1-a1c7-eb283578f595 · outbound
This paper cites Grounded copilot: How programmers interact with code-generating models.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Grounded copilot: How programmers interact with code-generating models
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.670738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8f5ec273-2ea7-42a4-b0ca-ffc463b68c0b · outbound
This paper cites A large-scale survey on the usability of ai programming assistants: Successes and challenges.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development A large-scale survey on the usability of ai programming assistants: Successes and challenges
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.727874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation eb7d62ff-3c2b-46c2-aeec-baa5a5e1c0c0 · outbound
This paper cites Beyond code generation: An obser- vational study of chatgpt usage in software engineering practice.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Beyond code generation: An obser- vational study of chatgpt usage in software engineering practice
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.652232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 64f1fc44-ce97-4a1c-99a0-f0ae2f713d3e · outbound
This paper cites Learning from examples to improve code completion systems.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Learning from examples to improve code completion systems
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.725032Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2b5be501-7c22-47ae-8c58-5952868f85e1 · outbound
This paper cites Code completion with statistical language models.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Code completion with statistical language models
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.697083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6c77384a-ac9c-42dc-904d-e69091468eb2 · outbound
This paper cites SWE-agent: Agent-computer interfaces enable automated software engineering.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development SWE-agent: Agent-computer interfaces enable automated software engineering
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.717205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4bfe3ecb-c92d-4802-ad1a-fac21970ca7f · outbound
This paper cites Need help? designing proactive ai assistants for programming.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Need help? designing proactive ai assistants for programming
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.676409Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ef91ba63-ed94-4487-b6ea-85e65522f259 · outbound
This paper cites Codinggenie: A proactive llm-powered programming assistant.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Codinggenie: A proactive llm-powered programming assistant
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.661292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 999ffece-50ff-4f88-9759-3f07e0b2e4b5 · outbound
This paper cites Program- ming by chat: A large-scale behavioral analysis of 11,579 real-world ai-assisted ide sessions.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Program- ming by chat: A large-scale behavioral analysis of 11,579 real-world ai-assisted ide sessions
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.857357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 61219140-fadf-4df5-9564-2041f2c20f5d · outbound
This paper cites Developer inter- action patterns with proactive AI: A five-day field study.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Developer inter- action patterns with proactive AI: A five-day field study
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.831345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 01644057-b898-476b-9b0e-5a1c96921634 · outbound
This paper cites Reading between the lines: Modeling user behavior and costs in ai-assisted programming.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Reading between the lines: Modeling user behavior and costs in ai-assisted programming
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.719875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 395d89e4-437b-4a03-a95d-a1152b96b146 · outbound
This paper cites Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.844348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 910cfcae-a238-4531-a8a3-c9dd0e39bb09 · outbound
This paper cites Propersim: Developing proactive and per- sonalized ai assistants through user-assistant simulation.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Propersim: Developing proactive and per- sonalized ai assistants through user-assistant simulation
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.897517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 19d5dfe9-1008-4a8d-b974-5e3cb980b59a · outbound
This paper cites Repocoder: Repository- level code completion through iterative retrieval and generation.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Repocoder: Repository- level code completion through iterative retrieval and generation
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.658347Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7ce323c7-6fe2-4497-82da-0abe24c13ebb · outbound
This paper cites Repograph: Enhancing ai software engineering with repository-level code graph.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Repograph: Enhancing ai software engineering with repository-level code graph
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.685495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8c1d1c2a-5f61-40cb-942b-25ff97dd49ad · outbound
This paper cites A-rag: Scaling agentic retrieval-augmented generation via hierarchical retrieval inter- faces.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development A-rag: Scaling agentic retrieval-augmented generation via hierarchical retrieval inter- faces
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.910338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fde7c25f-c478-4d09-899c-a3cf4ac89e85 · outbound
This paper cites A review on code generation with llms: Application and evaluation.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development A review on code generation with llms: Application and evaluation
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.655362Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9c67078e-1952-4597-8cab-8182022ce32d · outbound
This paper cites Automated program repair in the era of large pre-trained language models.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Automated program repair in the era of large pre-trained language models
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.664411Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1bcb4511-a58d-4387-a112-46742136bd9a · outbound
This paper cites CrossCodeEval: A diverse and multilingual benchmark for cross-file code completion.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development CrossCodeEval: A diverse and multilingual benchmark for cross-file code completion
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.694456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cb70763d-3926-4131-88d3-3ee931fedb20 · outbound
This paper cites A Survey on Proactive Dialogue Systems: Problems, Methods, and Prospects.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development A Survey on Proactive Dialogue Systems: Problems, Methods, and Prospects
Reference 25
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T20:21:11.747926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation faed5fd3-ae38-4429-a7c9-e05bb1dc7e00 · outbound
This paper cites Mind the Sim2Real Gap in User Simulation for Agentic Tasks.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Mind the Sim2Real Gap in User Simulation for Agentic Tasks
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:27.862601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0f86e705-7c40-4398-8863-7dd026c0eff3 · outbound
This paper cites Proagentbench: Evaluating llm agents for proactive assistance with real-world data.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Proagentbench: Evaluating llm agents for proactive assistance with real-world data
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.791899Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e5774a0c-bd06-459d-b6ae-c3834c97159d · outbound
This paper cites Pira-bench: A transition from reactive gui agents to gui-based proactive intent recommendation agents.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Pira-bench: A transition from reactive gui agents to gui-based proactive intent recommendation agents
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.778999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 141f7f1b-747c-4617-86b4-34948177fdf2 · outbound
This paper cites Deveval: A manually- annotated code generation benchmark aligned with real- world code repositories.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Deveval: A manually- annotated code generation benchmark aligned with real- world code repositories
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.702042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8ce9e751-8717-4463-93dc-c4f247de57f6 · outbound
This paper cites Evocodebench: An evolving code generation benchmark with domain-specific evaluations.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Evocodebench: An evolving code generation benchmark with domain-specific evaluations
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.679470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9c9a75d6-4de1-4ed4-a359-5490f7ba8146 · outbound
This paper cites Program Synthesis with Large Language Models.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Program Synthesis with Large Language Models
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T20:21:11.691821Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5053db15-4c13-4384-ab56-f3a1b964da88 · outbound
This paper cites SWE-bench: Can language models resolve real-world github issues?.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development SWE-bench: Can language models resolve real-world github issues?
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.704958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 86221c85-1d66-4a7c-93aa-b1e647296cf6 · outbound
This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
Reference 33
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T16:06:20.913961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d37b59c1-2381-4af9-ab0e-7c4745b7fa6c · outbound
This paper cites Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case Study.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case Study
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:21:11.811162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a22bd0ae-3b09-45af-9391-c93376a138eb · outbound
This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Judging llm-as-a-judge with mt-bench and chatbot arena
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.722526Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fcff872d-8502-47be-a9fb-e3d73727b7c8 · outbound
This paper cites Large language models are not fair evaluators.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Large language models are not fair evaluators
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.711714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation afc5b740-5d57-4365-a97d-3ac3a7af633d · outbound
This paper cites Glm-5: from vibe coding to agentic engineering.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Glm-5: from vibe coding to agentic engineering
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.667623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6f2975be-8ee2-4be8-911a-6c4004e648ec · outbound
This paper cites Qwen3.5: Towards native multimodal agents.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Qwen3.5: Towards native multimodal agents
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.714521Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 09231dea-f3e3-48f8-b2cf-d6311660e7dd · outbound
This paper cites Coderag: Finding relevant and necessary knowledge for retrieval- augmented repository-level code completion.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Coderag: Finding relevant and necessary knowledge for retrieval- augmented repository-level code completion
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.691911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c552ab9b-1ef1-4962-81e5-202a0fa1b24c · outbound
This paper cites Graphcoder: Enhancing repository-level code completion via coarse-to-fine retrieval based on code context graph.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Graphcoder: Enhancing repository-level code completion via coarse-to-fine retrieval based on code context graph
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.699465Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ebf36f05-662e-45ec-8f32-c2188e229009 · outbound
This paper cites Qwen3 technical report.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Qwen3 technical report
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.708728Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3d14bb17-71ed-4990-9abd-538bd96be000 · outbound
This paper cites Chatglm: A family of large language models from glm- 130b to glm-4 all tools.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development Chatglm: A family of large language models from glm- 130b to glm-4 all tools
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T16:17:36.682510Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5c71d441-3e16-4123-96f1-39d63a5356e4 · outbound
This paper cites The Llama 3 Herd of Models.
An Empirical Study of Proactive Coding Assistants in Real-World Software Development The Llama 3 Herd of Models
Reference 43
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T20:21:11.711353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
Observation f84b7dfb-1d32-46ee-aaf8-b66692de19fc · inbound
SNARE: Adaptive Scenario Synthesis for Eliciting Overeager Behavior in Coding Agents cites this paper.
SNARE: Adaptive Scenario Synthesis for Eliciting Overeager Behavior in Coding Agents An Empirical Study of Proactive Coding Assistants in Real-World Software Development
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-29T12:13:26.610670Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.