Paper Citation Record · LEDGER

LLM Assisted Verification Assertion Generation: Challenges and Future Directions

As of 11 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2607.07444.

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

pith.paper-citation-record.v1
2607.07444 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-09T10:46:26.906560Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

18 of 18 outbound references displayed

verified exact2
verified fuzzy16
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a3ca652-7760-4036-88ea-7e2d45a15204 · outbound

This paper cites Goldmine: Automatic assertion generation using data mining and static analysis,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Goldmine: Automatic assertion generation using data mining and static analysis,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.627763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7d184592-6c1c-46d2-a059-561f148bcfac · outbound

This paper cites Automatic genera- tion of assertions from system level design using data mining,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Automatic genera- tion of assertions from system level design using data mining,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.654488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d9c70e9c-4603-4d04-af41-d740a37afe3b · outbound

This paper cites Attention is all you need.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Attention is all you need

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.633288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4fa3be1f-47a3-4aba-b25e-531805fdce77 · outbound

This paper cites LLM-Based Assertion Generation: Lessons and Future Directions,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions LLM-Based Assertion Generation: Lessons and Future Directions,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.638236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a26976c6-0cf6-4c0c-a052-83c49e6c47b7 · outbound

This paper cites 2024 wilson research group ic/asic functional verification trend report,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions 2024 wilson research group ic/asic functional verification trend report,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.629497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f52892c-bd35-4834-9bbc-59d666f09cb5 · outbound

This paper cites Using LLMs to Facilitate Formal Verification of RTL.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Using LLMs to Facilitate Formal Verification of RTL

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-07-09T10:56:11.276441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2496e59d-4dea-415d-9fff-b485d744c976 · outbound

This paper cites (security) assertions by large language models,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions (security) assertions by large language models,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.656371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3466d461-6a74-47f6-aad8-32d48900fea3 · outbound

This paper cites Chiraag: Chatgpt informed rapid and automated assertion generation,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Chiraag: Chatgpt informed rapid and automated assertion generation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.648899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b0131dbc-c768-4036-95f9-ad735be9e5fe · outbound

This paper cites Laag-rv: Llm assisted assertion generation for rtl design verification,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Laag-rv: Llm assisted assertion generation for rtl design verification,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.650951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6c4cb7ef-79a4-4e8e-b31e-4ccaa904fae4 · outbound

This paper cites Assertllm: Generating hardware verification assertions from design specifications via multi-llms.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Assertllm: Generating hardware verification assertions from design specifications via multi-llms

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.647046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6857559b-f144-4c74-9d99-62d1d3abb10d · outbound

This paper cites Assertionforge: Enhancing formal verification assertion generation with structured representation of specifications and rtl,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Assertionforge: Enhancing formal verification assertion generation with structured representation of specifications and rtl,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.631624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a4fc1cb7-057b-48aa-8477-3e51fe7cfdef · outbound

This paper cites Sangam: Systemverilog assertion generation via monte carlo tree self-refine,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Sangam: Systemverilog assertion generation via monte carlo tree self-refine,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.652760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb968207-ddb6-4712-b51b-6224f2481baf · outbound

This paper cites AssertCoder: LLM-Based Assertion Generation via Multimodal Specification Extraction.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions AssertCoder: LLM-Based Assertion Generation via Multimodal Specification Extraction

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-07-09T10:56:11.273974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30ca8f5c-d407-4d53-937e-8256ed947f2e · outbound

This paper cites Fixme: Towards end-to-end bench- marking of llm-aided design verification,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Fixme: Towards end-to-end bench- marking of llm-aided design verification,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.643517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3f32aeb5-17d4-41c9-81fa-94ff0c9c3571 · outbound

This paper cites Make your llm fully utilize the context.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Make your llm fully utilize the context

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.645247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a78f8f47-84de-4310-bfe6-bdfd23b9e148 · outbound

This paper cites Dasgupta,A Roadmap for Formal Property Verification.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions Dasgupta,A Roadmap for Formal Property Verification

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.639941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fc2a8ef2-15a7-4a2b-a506-5a7f64b8f627 · outbound

This paper cites GraphRAG Documentation,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions GraphRAG Documentation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.636246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8864010c-4068-48bc-8e39-d72f54b1921b · outbound

This paper cites LlamaParse Platform Quickstart,.

LLM Assisted Verification Assertion Generation: Challenges and Future Directions LlamaParse Platform Quickstart,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T10:56:11.641562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.