Paper Citation Record · LEDGER

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction

As of 19 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2607.22949.

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

pith.paper-citation-record.v1
2607.22949 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T04:06:05.684754Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c849cc1f-ed7f-4e1e-9eeb-b2a32b20d935 · outbound

This paper cites MA VE: A product dataset for multi- source attribute value extraction,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction MA VE: A product dataset for multi- source attribute value extraction,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.154234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f3bf3c0-6d39-4fad-8556-77f9345b2600 · outbound

This paper cites OpenTag: Open attribute value extraction from product profiles,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction OpenTag: Open attribute value extraction from product profiles,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.189066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91621682-6277-498f-a9c7-75d52446e0d8 · outbound

This paper cites A VEQA: Learning attribute value extraction as question answering,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction A VEQA: Learning attribute value extraction as question answering,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.274754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8b4ff9d-eef4-4ff1-a63e-9bf8a8cc15c5 · outbound

This paper cites Using LLMs for the extraction and normalization of product attribute values,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Using LLMs for the extraction and normalization of product attribute values,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.412094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca727601-06f5-41f7-aafc-751d6994ba58 · outbound

This paper cites ExtractGPT: Exploring the Potential of Large Language Models for Product Attribute Value Extraction.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction ExtractGPT: Exploring the Potential of Large Language Models for Product Attribute Value Extraction

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.591920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55609727-35ae-4452-8679-0b478d0658a2 · outbound

This paper cites Self-Refinement Strategies for LLM-based Product Attribute Value Extraction.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Self-Refinement Strategies for LLM-based Product Attribute Value Extraction

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.669396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b96c97-fd49-4180-a3af-6845dfabd127 · outbound

This paper cites QPA VE: A multi-task question answering approach for fine-grained product attribute value extraction,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction QPA VE: A multi-task question answering approach for fine-grained product attribute value extraction,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.829293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b22e3d08-aca5-4eed-b967-0a215234cddb · outbound

This paper cites Language models are few-shot learners,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Language models are few-shot learners,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:04.946551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36c99346-baac-4884-96bc-7e90f329b1b2 · outbound

This paper cites GPT-4 Technical Report.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction GPT-4 Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.020755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9350d41d-673d-4787-b1b4-8ffb2cfe16b4 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Gemini: A Family of Highly Capable Multimodal Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.080727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33392c0b-9c87-45a6-8c57-756b450b3d5a · outbound

This paper cites BERTScore: Evaluating text generation with BERT,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction BERTScore: Evaluating text generation with BERT,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.157014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 422992c8-9a8e-4aef-8665-a6729afb8c96 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.200324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0dc8f5f-0dc2-4ede-9263-4d0d02ceff6a · outbound

This paper cites Binary codes capable of correcting deletions, in- sertions, and reversals,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Binary codes capable of correcting deletions, in- sertions, and reversals,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.249677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c30dd7f8-73d5-4eb7-b086-d606902d6b67 · outbound

This paper cites String comparator metrics and enhanced decision rules in the Fellegi-Sunter model of record linkage,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction String comparator metrics and enhanced decision rules in the Fellegi-Sunter model of record linkage,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.322543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e88f6387-111c-4f1b-a55b-329028f7c99a · outbound

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

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction The measurement of observer agreement for categorical data,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.395056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e564e76-c003-4545-b790-0e4ed45dc4a2 · outbound

This paper cites A coefficient of agreement for nominal scales,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction A coefficient of agreement for nominal scales,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.437209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd12a8d-c646-4086-a69a-b8790f279506 · outbound

This paper cites Efron and R.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Efron and R

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.472662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 190edafc-621e-4a93-984c-35f8ad2aae41 · outbound

This paper cites What Makes Good In-Context Examples for GPT-$3$?.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction What Makes Good In-Context Examples for GPT-$3$?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.539271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10a1f819-892a-4e5e-87c3-2ecbc77c571c · outbound

This paper cites Rethinking the role of demonstrations: What makes in- context learning work?.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction Rethinking the role of demonstrations: What makes in- context learning work?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.608703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4e75492-8bdd-453c-a378-489787115fc4 · outbound

This paper cites TRUE: Re-evaluating factual consistency evalua- tion,.

Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction TRUE: Re-evaluating factual consistency evalua- tion,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T04:06:05.684754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.