Paper Citation Record · LEDGER

Diversity Over Quantity: A Lesson From Few Shot Relation Classification

As of 16 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2412.05434.

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

pith.paper-citation-record.v1
2412.05434 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:48:08.559524Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:10:11.213266Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T11:06:02.187883Z

Reference resolution

27 of 27 outbound references displayed

verified exact3
verified fuzzy1
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 99dbee48-96bc-4934-a0a3-f81702662c82 · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.594854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6bebd98-20a2-49f9-8ccd-6e7e6bbc8802 · outbound

This paper cites CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.634750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f788f32a-7f42-4862-ac0a-df7fdcdeaf42 · outbound

This paper cites Benchmarking large language models for biomedical natural language processing applications and recommendations.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Benchmarking large language models for biomedical natural language processing applications and recommendations

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.671288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61507560-91ad-4679-a3d2-9fa29ffd6bdd · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-11T20:48:08.922104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 15a06091-63e8-4198-afcc-3dd875d036e3 · outbound

This paper cites Relation Classification as Two-way Span-Prediction.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Relation Classification as Two-way Span-Prediction

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:48:10.024748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c3248262-eaad-4694-9338-7e3bd9250113 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.784931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebf52af1-1d86-4c63-b70f-cc8edd7438a5 · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.873061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2295a275-ad52-4760-ae7a-83e58948e719 · outbound

This paper cites Textbooks Are All You Need.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Textbooks Are All You Need

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.892215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d987682c-0538-4c96-b4fd-96cb6af73782 · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.920248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c00d795e-6354-4a0c-b701-dfc892556096 · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.974793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc7539b3-12e9-4ee6-a37a-4ebce8ada497 · outbound

This paper cites SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:07.999104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a1c40f0-9bdb-4593-8dee-bec83686088a · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.023050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb396380-57fa-4802-9df4-02af5cb30a86 · outbound

This paper cites Weld, Luke Zettlemoyer, and Omer Levy.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Weld, Luke Zettlemoyer, and Omer Levy

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.065185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ebab36f-54bf-40b3-9e0a-cbf71f619142 · outbound

This paper cites LLM with Relation Classifier for Document-Level Relation Extraction.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification LLM with Relation Classifier for Document-Level Relation Extraction

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.105345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f128162-daf3-48da-84ba-ec0aee4a18dc · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Textbooks Are All You Need II: phi-1.5 technical report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.164756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96e55a1-4531-4ee2-bccf-e804f49d088a · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.214751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6941a49-b85a-469e-8711-805f5b8f2374 · outbound

This paper cites Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.264748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9946aca-4d70-4087-8a16-e833a66594d8 · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.297167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b96795-5398-4a83-82fa-df5b16da8449 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.303015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07f5955f-b546-473a-870a-db2b68b1ebed · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.308807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 522a4f93-f5be-4fa3-9d18-bf1374d5c5ec · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-11T20:48:08.670920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b0e385e0-e2d3-4cc2-ac82-4812bf66e66c · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.350969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 469a1856-1351-4a7f-a481-78c15a228be4 · outbound

This paper cites https://github.com/facebookresearch/xformers Llama: Open and efficient foundation language models.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification https://github.com/facebookresearch/xformers Llama: Open and efficient foundation language models

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:48:10.534835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e27bc960-09a1-491b-9b10-027d95197b42 · outbound

This paper cites an unresolved cited work.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.434754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91c256df-5772-48f8-8f11-e6ec79b2bd0e · outbound

This paper cites LIMA: Less Is More for Alignment.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification LIMA: Less Is More for Alignment

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.479183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62fb4fc0-9400-4847-ae9e-bc8af9a594fa · outbound

This paper cites URL: " 'urlintro :=.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification URL: " 'urlintro :=

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.525295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c19f345-c001-462e-ba02-ea125a0650ed · outbound

This paper cites write newline.

Diversity Over Quantity: A Lesson From Few Shot Relation Classification write newline

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T20:48:08.559524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 30d78a6b-1eb7-4651-9e86-462298513387 · inbound

Legal2LogicICL: Improving Generalization in Transforming Legal Cases to Logical Formulas via Diverse Few-Shot Learning cites this paper.

Legal2LogicICL: Improving Generalization in Transforming Legal Cases to Logical Formulas via Diverse Few-Shot Learning Diversity Over Quantity: A Lesson From Few Shot Relation Classification

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:06:02.196751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.