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Paper Citation Record · LEDGER

Improving LLM-Powered EDA Assistants with RAFT

As of 8 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 2026-08-07T06:34:17.273281+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:f37943964921fee07227ebd6f588d8e1bb24637f88ed6ffb0e71e31097470e5f

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:ae1f78e69e24c271ff7c32678240895f2c6a4621ac1424db1104b564ae6dc001

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=sha256:38367de1aa6142dc5ce326b72eb9a7f8ddeb5590378450b754d9b17a7f3ba6b7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:41.452085Z digest=sha256:f0f2554c7741e0d9ceb02e72dc4486325e887dce4d2c70c112e3853435178c25

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:41.605619Z digest=sha256:0614fae3d58ef796ae0f52776b2d85a1c94d777261f90e7292aa8cb0f3be2b30

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:41.750731Z digest=sha256:9e2b0d1f8efa552cf45e57c3956c8952b8f869327bfef151f0e6e60238c5a108

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:41.940243Z digest=sha256:8361bbdd87b7de8d470bbd653c22b1e99d53bbd9d92a11f293de5b23e9db6091

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:42.126736Z digest=sha256:dfbd4ad1ec4ca081b1d4028ec2ebb95cb8f55f952c338a281e635a2ad63628d8

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:e5e565b2ed36cc4e613136740327b1f447ce78c221128132499e08a99d1a1b03

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:42.526052Z digest=sha256:31ae2845908c1de9b9a136eb7b79c605954fac2531d3ad62cafd440558898146

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:42.662698Z digest=sha256:9ee77374541c00b088c24ac4199600bc7e801ffc8028c2d3d220479e8f7a3d29

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=sha256:8118280a1c6c65378c3485a9bbfe73a17d639b86dfe70a8093d9c28a9ee1a6ea

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=sha256:7f6324ed10eb7382cf02d1034515fa6d771ba2d5725a1535dba9e9e59f2d3d81

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:43.193802Z digest=sha256:041adacbe3410e3bd184dcc02b04dcc60892a2aec1deece29bf5e93ac4e7d20d

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:d929c5717c868a0df1bb3605341c0019beb8b7263d480a0d53e4913ca0b8f3b9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:43.446579Z digest=sha256:a5d870536f7366c26a6292b147966e665d10048c4aedbbf5a6c967e253417fbd

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=sha256:42e72eb45e83e83e68a766bf4b3e961ea05c16195993cf35bf9c6a98e8dc342e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:43.740858Z digest=sha256:e2887babe23946a26a9bfae79dbb9e69fa25073fad698480ef1702026722b116

Pith citing papers

No inbound Pith citation observations are available.