Pith. sign in

Paper Citation Record · LEDGER

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch

As of 13 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2607.27167.

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

pith.paper-citation-record.v1
2607.27167 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-30T11:04:48.746240Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved43
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b2ea232-cd49-4849-a5eb-23dd9403d224 · outbound

This paper cites Swe-bench: Can language models resolve real-world github issues?.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Swe-bench: Can language models resolve real-world github issues?

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.477379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.477379Z digest=sha256:ee2849b2b68251602ab289f72c96840244f6b88614025765178498b91741c2e9

Observation 8d5e23d1-43c7-4708-97e2-bdaf9ec2ffb0 · outbound

This paper cites Swe-agent: Agent-computer interfaces enable automated soft- ware engineering,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Swe-agent: Agent-computer interfaces enable automated soft- ware engineering,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.552992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.552992Z digest=sha256:b280ee683d6ec6410dd6d39e85d3b9fbdbbd803adbcdbaf4c205ee855aa73878

Observation 14a56f11-327e-4ef7-8c7c-283a93791d99 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Evaluating Large Language Models Trained on Code

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.594058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.594058Z digest=sha256:3e12378fd173326270e25e939c33587056318cde9f04069647ad6e280fb14ff9

Observation e87d2db7-68c6-4bbe-9f94-028acecd5430 · outbound

This paper cites GitHub Copilot: Your AI Pair Programmer,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch GitHub Copilot: Your AI Pair Programmer,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.647697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.647697Z digest=sha256:ad235a5dd794f77c108d90c789c98fc52e6b6e610d566fbcebaa696ffbb89f00

Observation 793a67f3-9468-431b-9c3c-d506b09ad2d2 · outbound

This paper cites ProgramBench: Can Language Models Rebuild Programs From Scratch?.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch ProgramBench: Can Language Models Rebuild Programs From Scratch?

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.702386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.702386Z digest=sha256:5de7ff4433aee510b9c63e33e175d0e6486a980542e74ee012465dd35f638c5c

Observation 8b2bf0f0-6f40-428c-8129-9fd0d79ef1d3 · outbound

This paper cites Drift no more? context equilibria in multi-turn llm interactions,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Drift no more? context equilibria in multi-turn llm interactions,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.880667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.880667Z digest=sha256:221935f8d71b2f5f7fffb8226985e0411c6fb4c48830cbf61a0802b3138eda4d

Observation 9fb01acc-c1c4-4145-a9f1-68a3a29cd5fe · outbound

This paper cites LLMs Get Lost In Multi-Turn Conversation.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch LLMs Get Lost In Multi-Turn Conversation

Reference 8

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:45.962103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:45.962103Z digest=sha256:50071e202ddb63eaf122458ab7950fab9a12b2bfa49e710af15ea7f91325ff11

Observation d78ec803-c129-43c1-a6ff-2c632a948f67 · outbound

This paper cites Solving context window overflow in ai agents,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Solving context window overflow in ai agents,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.012994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.012994Z digest=sha256:0c926d51ed84a5e4e03a42813c0f41dd0eda7145ad30b0fa1b3a9e79d69ec9a9

Observation f8a864a3-18db-4afc-95e4-7f2e35097a92 · outbound

This paper cites Quantifying laziness, decoding suboptimality, and context degradation in large language models,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Quantifying laziness, decoding suboptimality, and context degradation in large language models,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.079093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.079093Z digest=sha256:b2174f637c79eea411c4ef12ffa8a8f7ebcc1ce8f9d121c50d06da5f19165118

Observation 46a9896e-3bb8-490a-a6f6-d5b44188e46c · outbound

This paper cites Requirements engineering: a roadmap,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Requirements engineering: a roadmap,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.153873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.153873Z digest=sha256:db4e8cbde7d3554140a3920e9c4f6defbcccf46fa20193f3343215edfd17dd1e

Observation d4d2d383-2f47-4580-b0e4-1b7e7be4f939 · outbound

This paper cites Sommerville,Software engineering, 9/E.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Sommerville,Software engineering, 9/E

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.230030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.230030Z digest=sha256:3b2475bdc7ce4789d724429efdb46beef8d1a147db02d805ba11ccdc39043531

Observation 916bf8f7-4420-4755-95cd-c244e3e4b73c · outbound

This paper cites Wiegers and J.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Wiegers and J

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.296483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.296483Z digest=sha256:5657d80fa7ae2477eab9c3d02341f788b8d032a038f423f97ebfdc35dc472102

Observation 88e3fed1-1b2c-4302-8a5a-9d2b58b7671e · outbound

This paper cites Requirements elicitation: A survey of tech- niques, approaches, and tools,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Requirements elicitation: A survey of tech- niques, approaches, and tools,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.373638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.373638Z digest=sha256:1a7b3c5c1e5526b4cc45e78ed523b355d2a1c25f3ba16bb0194806ce49b93fdc

Observation bc5c542f-8126-4257-acda-0cbc0ab4f654 · outbound

This paper cites Openspec: A lightweight spec-driven framework for ai- assisted development,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Openspec: A lightweight spec-driven framework for ai- assisted development,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.452578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.452578Z digest=sha256:e8c01c43c2144efaed4a69d55d7e6d04bd5764b06b2467fc3a2357603b538e6e

Observation 1a7172bc-5e2b-46dd-9fd0-184248873565 · outbound

This paper cites Github spec kit: Toolkit to help you get started with spec- driven development,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Github spec kit: Toolkit to help you get started with spec- driven development,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.518879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.518879Z digest=sha256:14fcc546ab267645e20184c02f79a9e6ded1cebf8ef8606db129109a1bbb860e

Observation 1375c1a6-d461-4f39-b55a-77fbfcf04c6a · outbound

This paper cites From contract drafting to software specification: Linguistic sources of ambiguity,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch From contract drafting to software specification: Linguistic sources of ambiguity,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.586710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.586710Z digest=sha256:6d85d5b46f51af414eccc96c7dd80099bc24154e47e79c9ebfaf38449baf1e62

Observation 6c2f3068-ad49-44d4-93aa-53b6db440354 · outbound

This paper cites Pragmatic ambiguity detection in natural language requirements,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Pragmatic ambiguity detection in natural language requirements,

Reference 18

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.675384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.675384Z digest=sha256:0482cd1cdbc2e7a1a61906366f02d07754a3ee1e83fdbf1cca9e8035c17bfd0a

Observation bc674e52-8315-425b-ba4e-546a78ac4827 · outbound

This paper cites Lingxi: Repository-level issue resolution framework enhanced by procedural knowledge guided scaling,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Lingxi: Repository-level issue resolution framework enhanced by procedural knowledge guided scaling,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.763270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.763270Z digest=sha256:108ee08e800e0a8717ca0209f4e83e0324843200b514cf5be36920127ecc85ba

Observation b94ecd03-765b-4424-abb8-5e5f719d4fd0 · outbound

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

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch ReAct: Synergizing Reasoning and Acting in Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.841892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.841892Z digest=sha256:36f5ecf267aef89e8e595f414ae3492af62a3dbbbc2373e00a602dc958a408ca

Observation c273cacc-a26b-4a9c-9912-55898234c88c · outbound

This paper cites Qwen3 Technical Report.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Qwen3 Technical Report

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.894736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.894736Z digest=sha256:fc416b9b9e0f9b74203236fc1d0487040bd572722c5a3fd43793ee897e5224da

Observation 61fe1870-6806-40b8-a457-3afa98d84bb8 · outbound

This paper cites (2026, 4) Introducing gpt-5.5.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch (2026, 4) Introducing gpt-5.5

Reference 22

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:46.994163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:46.994163Z digest=sha256:23327bf3bbdb0a2ffb21094e2dc3a445a16588ccb75c5403e6983d397df7f65d

Observation 7bcfd030-f65c-4701-bc5f-3e151f710247 · outbound

This paper cites (2026, 3) Introducing gpt-5.4 mini and nano.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch (2026, 3) Introducing gpt-5.4 mini and nano

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.079714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.079714Z digest=sha256:a0a16a5ce9ba13605a59a428623d1c2267eea1d6e870de307772bf646080b43b

Observation 1db61372-affe-4b34-9fa4-1264117d696f · outbound

This paper cites Litellm: Call 100+ llms using the openai input/output format,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Litellm: Call 100+ llms using the openai input/output format,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.163084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.163084Z digest=sha256:2133067f5d3d0f93875eb8aabb1ff63b510fa649d9ec93fce7e85f9e524fb1a7

Observation bdaf1f5f-2c5a-45f2-9cb3-ca8ea6840e30 · outbound

This paper cites Program synthesis,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Program synthesis,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.230067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.230067Z digest=sha256:7485ce6d241f9ef994c72ea5948bf935b766d865c2d752eebfbc5089d35f3cb1

Observation 9890c99d-055b-4c54-9858-074932e4aa7f · outbound

This paper cites Robustfill: Neural program learning under noisy i/o,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Robustfill: Neural program learning under noisy i/o,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.331269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.331269Z digest=sha256:1727df9bbd6e87c14234fba44ffc160cb4f530f23d9b7c5f46f7611af0343585

Observation a2543256-4a46-488e-b95a-8a198828cec3 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 27

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.410779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.410779Z digest=sha256:095ca1ce3f7d33fda4dcae7bb815479b96bad4c1fea567e478f1e1146380dc9e

Observation ba230a2b-4458-4daa-b066-8cf67119d877 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Code Llama: Open Foundation Models for Code

Reference 28

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.482877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.482877Z digest=sha256:e705d0045547822c358215ee553c06b4695459cf8ebb029da77f1deb9d2cecb9

Observation 4fe25b1e-ed08-4790-b0dc-a2f660a1cafa · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 29

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.539695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.539695Z digest=sha256:fc771c06ca31fb1c354b57d6c08c60f0671ce3522600af97107f6a4b4bbe770d

Observation cc0729f3-6cb8-445c-893e-2f4b1baf7b12 · outbound

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

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch StarCoder: may the source be with you!

Reference 30

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.649444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.649444Z digest=sha256:7fe8c617dc0c1ea48a1f111235f74204973e60e0b41abb129b2a26156d9d11a6

Observation db6e0513-eaf5-4ea5-bf4f-fc3c783b2bd8 · outbound

This paper cites Program Synthesis with Large Language Models.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Program Synthesis with Large Language Models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.714251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.714251Z digest=sha256:8fc86608e5718313c259240ef40286f8243c55b7888d1fbf066ed5b33beaf40c

Observation 9d9d7535-bf5d-401b-bcbd-c250bf928361 · outbound

This paper cites Openhands: An open platform for ai software developers as generalist agents,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Openhands: An open platform for ai software developers as generalist agents,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.836512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.836512Z digest=sha256:43a931d0bd4510fb5a4ba8a94dc8b5faf3face238d49353bcb8003c2576c47b7

Observation 91a71072-4b46-477e-8174-61ba07944c82 · outbound

This paper cites Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling

Reference 33

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:47.917764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:47.917764Z digest=sha256:e500d758bf91bc5f546a673a21ac52cc33293efbba788ff367e78b1bc72fee4d

Observation caf107fc-d5c8-4f66-b491-3739db677979 · outbound

This paper cites Creativity and design thinking as facilitators in requirements elicitation,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Creativity and design thinking as facilitators in requirements elicitation,

Reference 34

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.081118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.081118Z digest=sha256:f497a4ee9d7d48e3842d185f2b70f4321986d1e3f65e798b5fce9f3d1ee8aecc

Observation 5aea8acd-a6b4-4aa3-a717-486754992bb0 · outbound

This paper cites Advancing candidate link generation for requirements tracing: The study of methods,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Advancing candidate link generation for requirements tracing: The study of methods,

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.152333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.152333Z digest=sha256:f440f73074ed6037d83d32eae5ebe41861412a79e990bc277c03cb9996175a1f

Observation 5f25e778-5fb6-4cd6-87af-dd80808ce28b · outbound

This paper cites Requirements ambiguity detection and ex- planation with llms: An industrial study,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Requirements ambiguity detection and ex- planation with llms: An industrial study,

Reference 36

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.223557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.223557Z digest=sha256:c262eebb02026b543b2ad60134c1b5366c6eb23fe28a95f31047b81764a81777

Observation 604739fa-d6a7-4761-acbb-74b9442e5e23 · outbound

This paper cites an unresolved cited work.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.278950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.278950Z digest=sha256:11e9bbe719d142f28d3dd4cbc63bfe0f5cd1257a3a54b3f3d50d9cc0028c2b1e

Observation 2c228315-09ff-4e1b-a250-90c08aa5aef1 · outbound

This paper cites Empirical observa- tions on software testing automation,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Empirical observa- tions on software testing automation,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.388987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.388987Z digest=sha256:6d33b54db2f3d95d63b94e8fa9a652c5282cbf22e37ea0f290e1435b8385a446

Observation 8d586565-1c6f-4dec-a611-73a5279a216b · outbound

This paper cites Polyglot: Automatic extraction of protocol message format using dynamic binary analysis,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Polyglot: Automatic extraction of protocol message format using dynamic binary analysis,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.424281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.424281Z digest=sha256:00dac466f0aa6792c9d0e55461134a94d3609738cc2244d8b01de085fb4dfdfa

Observation 028b1d63-f172-4a15-be59-7ce8bb5c7b2f · outbound

This paper cites Prospex: Protocol specification extraction,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Prospex: Protocol specification extraction,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.494249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.494249Z digest=sha256:31ef67fb699e2cf4fe370a5e9e29b0eae759bd0584b7fd3799066008c8eb40a0

Observation d1212efc-c028-4c1f-9626-9d8e644da4ed · outbound

This paper cites Mining specifications,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Mining specifications,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.533656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.533656Z digest=sha256:f459849208350bc73f64baee0e69e84b6809a66682d259537c6905843f970bd1

Observation 28253b66-d8fe-4ba2-8caf-20930d053ebf · outbound

This paper cites The daikon system for dynamic detection of likely invariants,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch The daikon system for dynamic detection of likely invariants,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.610320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.610320Z digest=sha256:291104ba6f74e71285fcac5a3e80f28a53d26ebd700ba298becc615e965fa826

Observation dda31b14-a507-4e74-aa7f-64847f52fd8d · outbound

This paper cites Llm4decompile: Decompiling binary code with large language models,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Llm4decompile: Decompiling binary code with large language models,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.690451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.690451Z digest=sha256:c3ed020aed53522724ffde49faaeb5bf6e9fc6c71a14361c5cfe2893533aa220

Observation 180afd05-a86c-4892-8f6e-aaa5844c4cf2 · outbound

This paper cites Unsu- pervised translation of programming languages,.

SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Unsu- pervised translation of programming languages,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-07-30T11:04:48.746240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:04:48.746240Z digest=sha256:e7ae7c5802b415693196491bc7ff97d53d1b5a338283b1daf10bf256f76cb6c3

Pith citing papers

No inbound Pith citation observations are available.