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Paper Citation Record · LEDGER

Improving LLM-Powered EDA Assistants with RAFT

As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2506.06500.

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

pith.paper-citation-record.v1
2506.06500 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:58:43.740858Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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 exact0
  • verified fuzzy10
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9bc5236e-171a-44b5-b499-b9f562ff1642 · outbound

This paper cites GPT-4 Technical Report.

Improving LLM-Powered EDA Assistants with RAFT GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:40.944661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:40.944661Z digest=sha256:fdf409ba3a2c4e00f60ac3df816c6d013b14cab028b8592a11e70fc384aafff1

Observation 73b0cca2-60f1-4037-a119-5aec33c16292 · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

Improving LLM-Powered EDA Assistants with RAFT Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:41.088367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:41.088367Z digest=sha256:e3f58386f7e95b35b04c396432529734ea588772702472063826936bb1f8cf8f

Observation 16f06fc9-3bf9-4abd-8f94-6422c7a6a43f · outbound

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

Improving LLM-Powered EDA Assistants with RAFT ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:41.255690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:41.255690Z digest=sha256:7ef015638bec0c27ae4df4a144d48932ac52c2a44307ae033aef91bd2d78b2d0

Observation 51deb4a4-b9df-4140-961d-b19b5bd96dda · outbound

This paper cites Ask-eda: A design assistant empowered by llm, hybrid rag and abbreviation de-hallucination,.

Improving LLM-Powered EDA Assistants with RAFT Ask-eda: A design assistant empowered by llm, hybrid rag and abbreviation de-hallucination,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:46.693749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:41.452085Z digest=sha256:36264b44bfa2398d404174cde14e3a1b67c21a4b783560eb19b4cbe50bbf1d88

Observation 18307bd6-b491-4337-83e5-a7804b2ffb48 · outbound

This paper cites Chateda: A large language model powered autonomous agent for eda,.

Improving LLM-Powered EDA Assistants with RAFT Chateda: A large language model powered autonomous agent for eda,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:46.372730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:41.605619Z digest=sha256:4ee49d503d491fb061f2feea536b6cc6964ffe0c71193fbe1b3439e5a9cbf5aa

Observation 9fd387cb-87b8-4bf5-94b5-8c50529cd41e · outbound

This paper cites Openroad-assistant: An open-source large language model for physical design tasks,.

Improving LLM-Powered EDA Assistants with RAFT Openroad-assistant: An open-source large language model for physical design tasks,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:46.119138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:41.750731Z digest=sha256:69fdd957a17c426e6c9a71a4a754996d5acdc9bb556e5b38ac66cf99c5882436

Observation 0b54da8e-5e92-4519-8d18-f263b20f8bf3 · outbound

This paper cites Raft: Adapting language model to domain specific rag,.

Improving LLM-Powered EDA Assistants with RAFT Raft: Adapting language model to domain specific rag,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:45.848916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:41.940243Z digest=sha256:1ee60c1f85a0d9f6d6b704fe39d26a08d6fc5b2aa0540d0bedadac5a8bdfa8c5

Observation 6a078265-d079-4630-8ccb-c062ff99d7cd · outbound

This paper cites Eda corpus: A large language model dataset for enhanced interaction with openroad,.

Improving LLM-Powered EDA Assistants with RAFT Eda corpus: A large language model dataset for enhanced interaction with openroad,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:45.559900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:42.126736Z digest=sha256:4f73302fa5d26b0d32f1b18f3a1bd0d59428a4d609cf4b24c9669bcb64eea839

Observation b5c364f2-df5a-4958-8335-fbcb93a0411a · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks,.

Improving LLM-Powered EDA Assistants with RAFT Sentence-bert: Sentence embeddings using siamese bert-networks,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:42.305130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:42.305130Z digest=sha256:e4b7c567e3d0bce667743def797b59f5b0883c76b399eae6d4acf6c52791a733

Observation c83a0484-eacb-40d3-a1f2-8edeb910c5ed · outbound

This paper cites The probabilistic relevance frame- work: Bm25 and beyond,.

Improving LLM-Powered EDA Assistants with RAFT The probabilistic relevance frame- work: Bm25 and beyond,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:45.250844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:42.526052Z digest=sha256:4ea136f8cae8194b6fb6335f8bee465ce44c0cc7a3161eee89585fdecce68fdd

Observation 5a8f0573-021d-4e11-8294-c12cdf78f740 · outbound

This paper cites Elasticsearch,.

Improving LLM-Powered EDA Assistants with RAFT Elasticsearch,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:44.906737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:42.662698Z digest=sha256:49c9ad50a8734d102415c268890a3cd20532808c23dd6db831ea7940aabbb933

Observation dd496447-4407-42a8-b38c-000192eada3f · outbound

This paper cites DeepSeek-V3 Technical Report.

Improving LLM-Powered EDA Assistants with RAFT DeepSeek-V3 Technical Report

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:42.858255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:42.858255Z digest=sha256:1ae143fd1c5aeca70cde2f0267b8335f838d8b19fba5b572356027fd738fbdc0

Observation 16a4689c-70e9-4dfa-9ca4-00c357275a04 · outbound

This paper cites The Llama 3 Herd of Models.

Improving LLM-Powered EDA Assistants with RAFT The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:43.031748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:43.031748Z digest=sha256:ace5becbe4e92c1fe82ea8dac15baa219c7e2d354102fcfb437076ed180bd51e

Observation e1f20350-e245-45c6-abfd-63e51709b685 · outbound

This paper cites Unsloth,.

Improving LLM-Powered EDA Assistants with RAFT Unsloth,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:44.612563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:43.193802Z digest=sha256:fb3e10e1dc5b2c05d4204cb789f54c92b465f886cf19161b378fbcdc2182bf67

Observation 5c1b365a-a7ad-4b49-bc6a-b4a3994bf5f4 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Improving LLM-Powered EDA Assistants with RAFT Lora: Low-rank adaptation of large language models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:43.303485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:43.303485Z digest=sha256:05e2800eee636d81be2630a3dff4904fa8ad4fdaea41373e6e9b6fdf83892e3b

Observation c47e4b3b-bad4-475b-b090-52623b09fa9c · outbound

This paper cites IBM SLATE-125M English Retriever v2 Model Card,.

Improving LLM-Powered EDA Assistants with RAFT IBM SLATE-125M English Retriever v2 Model Card,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:44.358615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:43.446579Z digest=sha256:c12982650d8864403bb486ec0c5ecb746a927d583deaac79249b8edb4bf0ac90

Observation b35ae98f-6631-42b6-abf3-7dbeb78c8f14 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Improving LLM-Powered EDA Assistants with RAFT BERTScore: Evaluating Text Generation with BERT

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:43.553128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:43.553128Z digest=sha256:d1a47a50c118c9baaf62aa2b79f72796a8338eb304cf39289dcf2dcd8f032046

Observation 1ca15426-3f50-465b-a00c-57e644aea559 · outbound

This paper cites Bartscore: Evaluating generated text as text generation,.

Improving LLM-Powered EDA Assistants with RAFT Bartscore: Evaluating generated text as text generation,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:44.039871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T05:58:43.740858Z digest=sha256:98ef990139c174cc94b028da99797c41c5d5a41cd9c44264d0e65640a6e2ccc2

Pith citing papers

No inbound Pith citation observations are available.