Paper Citation Record · LEDGER

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization

As of 12 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.12308.

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

pith.paper-citation-record.v1
2507.12308 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:52:54.207511Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

24 of 24 outbound references displayed

verified exact0
verified fuzzy1
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5a2c9662-086f-4265-9a4a-174182ce1d29 · outbound

This paper cites GPT-4 Technical Report.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:52.124159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 769c1549-9649-4cc2-815e-59e79e7f2477 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:55.962322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 45c64602-07e9-4fe6-a107-406c10320268 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:55.769762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d6943e09-260b-4dd5-bf0b-e56ddc40754d · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:55.589679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 157a7c89-83f9-4441-8be2-dc958266aa0c · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:55.299853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6427966d-48bb-4eea-82d3-5f47b391dce4 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Evaluating Large Language Models Trained on Code

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:52.732310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96a22a09-eb0a-4efb-a23f-535df498efd6 · outbound

This paper cites Chain-of-Verification Reduces Hallucination in Large Language Models.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Chain-of-Verification Reduces Hallucination in Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:52.788728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59aafaa-8d42-4424-a6df-28411a3cf82f · outbound

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

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization StarCoder: may the source be with you!

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:52.855002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c77d895e-bf08-40f0-9a46-664ca1ce78ac · outbound

This paper cites ChipNeMo: Domain-Adapted LLMs for Chip Design.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:52.921854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b8e77e9-d61c-456d-a96f-4c68df462b23 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:55.142681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ebe324ab-09a4-49ef-8462-eace25cf2a78 · outbound

This paper cites Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.060302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0580e8cc-53ee-4c09-854a-6b5f2e1e50f9 · outbound

This paper cites Granite Code Models: A Family of Open Foundation Models for Code Intelligence.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Granite Code Models: A Family of Open Foundation Models for Code Intelligence

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.176215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c64f3ba8-7a28-47f3-a8da-232721e772ed · outbound

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

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.286871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2caac9e-76ec-4663-a554-35a2358a30f5 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:55.003179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3ce0aa4d-bae2-4145-b8dc-74f15adabca2 · outbound

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

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Code Llama: Open Foundation Models for Code

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.500575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 864daffe-aa84-443b-a984-b033194066a9 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:54.927703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 06ac8278-bba0-46a0-b116-ab37d63025e5 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.633102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f02ea91-9bec-4952-b337-129b20b6a249 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.718309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c33bd85-ee19-47d5-aa35-449dd629227e · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:52:54.746715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e3b8dc30-50e4-4dc5-8dce-dd21ed0408fb · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:53.980364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13aded2c-5db8-4e00-8af6-6f9df27e0420 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:54.065180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e18fdd0-bfa0-4eef-8fdf-63f2116695d2 · outbound

This paper cites an unresolved cited work.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:54.122447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d82ea6b-c7e8-4fd7-8d2d-d7d5bab565ba · outbound

This paper cites Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:52:54.207511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe4d7303-1771-45ca-abdd-c5b40b73a093 · outbound

This paper cites IEEE Transactions on software engineering 33, 9 (2007), 577–591.

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization IEEE Transactions on software engineering 33, 9 (2007), 577–591

Reference 2007

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:52:55.429413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.