Paper Citation Record · LEDGER

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets

As of 13 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 0 inbound Pith citation observations for arXiv:2501.02683.

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

pith.paper-citation-record.v1
2501.02683 v2

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:10:32.534336Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

7 of 7 outbound references displayed

verified exact0
verified fuzzy0
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8ed441b9-03c9-415d-9378-cca4d9944829 · outbound

This paper cites A large annotated corpus for learning natural language inference.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets A large annotated corpus for learning natural language inference

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.502441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064ed052-89a5-4d3e-8d99-72825999a627 · outbound

This paper cites ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.508390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4995955-934b-44dc-bda9-76164df48f5f · outbound

This paper cites Evaluating Models' Local Decision Boundaries via Contrast Sets.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets Evaluating Models' Local Decision Boundaries via Contrast Sets

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.512905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d26aebe-e45c-4845-85dd-dfdd27b0d1cd · outbound

This paper cites Linguistically-Informed Transformations (LIT): A Method for Automatically Generating Contrast Sets.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets Linguistically-Informed Transformations (LIT): A Method for Automatically Generating Contrast Sets

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.517655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53438550-92c1-486d-b5e5-e1ad1b774c29 · outbound

This paper cites Stress Test Evaluation for Natural Language Inference.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets Stress Test Evaluation for Natural Language Inference

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.524363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 023db40a-6767-4124-8128-a0fd609f94d5 · outbound

This paper cites URL: " 'urlintro :=.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets URL: " 'urlintro :=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.528898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7449f7d3-a370-4606-8bb3-48b90b0bb9d8 · outbound

This paper cites write newline.

From Superficial Patterns to Semantic Understanding: Fine-Tuning Language Models on Contrast Sets write newline

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:10:32.534336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.