Paper Citation Record · LEDGER

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2607.17063.

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

pith.paper-citation-record.v1
2607.17063 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T19:12:15.717303Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

39 of 39 outbound references displayed

verified exact1
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b98b3750-40dd-4a51-9d2d-8f3fa57443ab · outbound

This paper cites Ieee standard for verilog register transfer level synthesis,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Ieee standard for verilog register transfer level synthesis,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.230212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b63dc67-d1f2-4ef7-91ef-c60c44cde0de · outbound

This paper cites Stack overflow is not dead yet: Crowd answers still matter,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Stack overflow is not dead yet: Crowd answers still matter,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.342468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c3d6cac-d4c1-4acf-a67d-9694c1e6f4c3 · outbound

This paper cites Assessing and advancing benchmarks for evaluating large language models in software engineering tasks,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Assessing and advancing benchmarks for evaluating large language models in software engineering tasks,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.467277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7e2512-e41b-488b-a711-8ca5d3bd6725 · outbound

This paper cites A survey of research in large language models for electronic design automation,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering A survey of research in large language models for electronic design automation,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.583975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cf1972f-e7bd-4842-8b75-bfbb03c6f977 · outbound

This paper cites Verilogcoder: Autonomous verilog coding agents with graph-based planning and abstract syntax tree (ast)- based waveform tracing tool,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Verilogcoder: Autonomous verilog coding agents with graph-based planning and abstract syntax tree (ast)- based waveform tracing tool,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.697197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a33ce13d-5394-4ca6-bf3a-33a83daf3dc9 · outbound

This paper cites Rtl- coder: Fully open-source and efficient llm-assisted rtl code generation technique,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Rtl- coder: Fully open-source and efficient llm-assisted rtl code generation technique,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.864933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 589eacaf-2f97-4c7c-8147-a37178d1d4a5 · outbound

This paper cites Verilogeval: Evaluating large language models for verilog code generation,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Verilogeval: Evaluating large language models for verilog code generation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:11.986973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be8421ed-440f-4faf-ac3d-b95b5516020a · outbound

This paper cites Rtllm: An open-source benchmark for design rtl generation with large language model,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Rtllm: An open-source benchmark for design rtl generation with large language model,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.103209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e77a384-fb53-4f9e-a422-c6dc15187a86 · outbound

This paper cites Betterv: controlled verilog generation with discriminative guidance,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Betterv: controlled verilog generation with discriminative guidance,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.195668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32f48444-a091-43a7-84d3-5a292f5bd8f1 · outbound

This paper cites an unresolved cited work.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.311364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58745426-af49-4f75-952d-ffdb744fcdf6 · outbound

This paper cites LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.409804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d364cbe7-286e-49f5-9312-260dbfbd2f05 · outbound

This paper cites Palnitkar,Verilog HDL: a guide to digital design and synthesis.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Palnitkar,Verilog HDL: a guide to digital design and synthesis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.532353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60bde134-9b76-4175-b495-fc9b77eff26d · outbound

This paper cites Ieee standard for verilog hardware description language,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Ieee standard for verilog hardware description language,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.632230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c58722fc-6210-4076-b9be-b92971f4fdc7 · outbound

This paper cites Ieee standard for vhdl language reference manual,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Ieee standard for vhdl language reference manual,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.747684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe223fd-e956-464d-80fa-c43f72be5abe · outbound

This paper cites Rtlfixer: Automatically fixing rtl syntax errors with large language models,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Rtlfixer: Automatically fixing rtl syntax errors with large language models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.809960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f58a9b3e-94f1-4f82-b62a-a740e643aa92 · outbound

This paper cites Veridebug: A unified llm for verilog debugging via contrastive embed- ding and guided correction,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Veridebug: A unified llm for verilog debugging via contrastive embed- ding and guided correction,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.864374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91cf1a7d-3e77-496e-b616-9974b4617e9b · outbound

This paper cites Codev: Empowering llms with hdl generation through mul- tilevel summarization,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Codev: Empowering llms with hdl generation through mul- tilevel summarization,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:12.957710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fed3c2a-b070-4302-a32c-e205a887db0b · outbound

This paper cites Nonblocking assignments in verilog synthesis, coding styles that kill!.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Nonblocking assignments in verilog synthesis, coding styles that kill!

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:13.085703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c067d37-2c26-4771-ae75-b96d04decf6d · outbound

This paper cites Secv: Llm-based secure verilog generation with clue-guided exploration on hardware-cwe knowledge graph,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Secv: Llm-based secure verilog generation with clue-guided exploration on hardware-cwe knowledge graph,

Reference 19

Resolution: verified exact; doi, observed 2026-08-01T19:14:10.920509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c228a5c7-14df-473c-91a6-ba680a4e73b8 · outbound

This paper cites Secfsm: Knowledge graph-guided llms for generating secure verilog code of finite state machine in socs,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Secfsm: Knowledge graph-guided llms for generating secure verilog code of finite state machine in socs,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:13.310443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c960fe16-40d7-4547-8447-a1ef52a6030a · outbound

This paper cites Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:13.427128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeabe0b3-2545-45e3-9a0d-0a47c4409656 · outbound

This paper cites Chatgpt outperforms crowd workers for text-annotation tasks,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Chatgpt outperforms crowd workers for text-annotation tasks,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:13.574461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f501d96-fc84-48d4-a778-600673394411 · outbound

This paper cites ChatGPT-4 Outperforms Experts and Crowd Workers in Annotating Political Twitter Messages with Zero-Shot Learning.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering ChatGPT-4 Outperforms Experts and Crowd Workers in Annotating Political Twitter Messages with Zero-Shot Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:13.721189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0036bd12-99df-45e9-b518-6df377d68ff3 · outbound

This paper cites an unresolved cited work.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:13.918544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a6340f-5711-4242-84c6-eaae34a27362 · outbound

This paper cites Probable inference, the law of succession, and statistical inference,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Probable inference, the law of succession, and statistical inference,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.057808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0622c7f-c310-49fe-8aaa-7847343da2b2 · outbound

This paper cites The measurement of observer agreement for categorical data,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering The measurement of observer agreement for categorical data,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.200105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57418aee-2d7e-4e14-bf8f-e18de30b6951 · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.312536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2089a97d-4a57-492b-9645-98f9eb3d2fb2 · outbound

This paper cites Benchmarking large language models for auto- mated verilog rtl code generation,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Benchmarking large language models for auto- mated verilog rtl code generation,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.402460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a6e05f9-a98d-4c53-93fc-e6d00fc843d2 · outbound

This paper cites Origen: Enhancing rtl code generation with code-to-code augmentation and self-reflection,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Origen: Enhancing rtl code generation with code-to-code augmentation and self-reflection,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.483190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 421d596e-7eaa-49b2-a4bd-56427f9a56dd · outbound

This paper cites What makes a good code example?: A study of programming q&a in stackoverflow,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering What makes a good code example?: A study of programming q&a in stackoverflow,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.567244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e52ecf32-01b4-4c35-bc40-01eb55185464 · outbound

This paper cites Mining successful answers in stack overflow,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Mining successful answers in stack overflow,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.695833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8196ec7-3746-48f0-853f-fec0c6970298 · outbound

This paper cites Is stack overflow obsolete? an empirical study of the characteristics of chatgpt answers to stack overflow questions,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Is stack overflow obsolete? an empirical study of the characteristics of chatgpt answers to stack overflow questions,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.751507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b925489-651c-4d26-9571-1f68510c24cb · outbound

This paper cites Metagpt: Meta programming for a multi-agent collaborative framework,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Metagpt: Meta programming for a multi-agent collaborative framework,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.822304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e5ba96-5c52-4996-ac5f-ae0f60e2ce7e · outbound

This paper cites Agentverse: Facilitating multi- agent collaboration and exploring emergent behaviors,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Agentverse: Facilitating multi- agent collaboration and exploring emergent behaviors,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:14.992161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13224202-451c-4898-9f43-eed3e50cc2d1 · outbound

This paper cites Chateval: Towards better llm-based evaluators through multi- agent debate,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Chateval: Towards better llm-based evaluators through multi- agent debate,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:15.067166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2de66c34-7727-45b5-be01-5b662d148fb9 · outbound

This paper cites VeriMind: Agentic LLM for Automated Verilog Generation with a Novel Evaluation Metric.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering VeriMind: Agentic LLM for Automated Verilog Generation with a Novel Evaluation Metric

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:15.233767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa029a67-6fab-4c9d-94d3-be9636a9d914 · outbound

This paper cites RTLSquad: Multi-Agent Based Interpretable RTL Design.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering RTLSquad: Multi-Agent Based Interpretable RTL Design

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:15.394005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 290d9e8a-8fc3-4a14-b1ae-a8191424945d · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering Judging llm-as-a-judge with mt-bench and chatbot arena,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:15.532002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 013340b0-47ed-41bf-abb9-849605395517 · outbound

This paper cites G-eval: Nlg evaluation using gpt-4 with better human alignment,.

When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering G-eval: Nlg evaluation using gpt-4 with better human alignment,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T19:12:15.717303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.