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Paper Citation Record · LEDGER

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding

As of 7 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2608.01560.

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

pith.paper-citation-record.v1
2608.01560 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:13:53.805682Z

measured 15 of 15 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

15 of 15 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a028c132-d4b3-4f80-80f1-0c0b5f449658 · outbound

This paper cites WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:52.600060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:52.600060Z digest=sha256:da61ea7761561a95e07fa3f5eaf6c22669cfd4bec86a0096fa482fa257cfc322

Observation c1dd2c93-60cf-432a-8602-9c63e3541725 · outbound

This paper cites MTEB: Massive Text Embedding Benchmark.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding MTEB: Massive Text Embedding Benchmark

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:52.736101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:52.736101Z digest=sha256:32cbda9f388ed56ad4bc9ebcbcd47511cccaf8dbde289c7d4200e9d61656d2c7

Observation af0f95bd-1df9-460e-b0bc-12c42e17a5bf · outbound

This paper cites GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:52.886296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:52.886296Z digest=sha256:e5ec34880f192e6f03c59d113afe5e6421790b20028c0548ec0d7652e1138295

Observation b83880a0-f5fe-4558-b0a9-e50d9f4fb031 · outbound

This paper cites Contrastive Learning with Hard Negative Samples.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Contrastive Learning with Hard Negative Samples

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:53.022159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:53.022159Z digest=sha256:5466a744a79da42b5e2f401a5095c3cf046442f83363a5a208b8bd7a6d1ee47d

Observation 2ecaa0ab-8f4b-4b27-8021-f1f2fa36a7cd · outbound

This paper cites Can contrastive learning avoid shortcut solutions?.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Can contrastive learning avoid shortcut solutions?

Reference 11

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:13:54.693089Z

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=2026-08-07T00:13:53.147059Z digest=sha256:fb4745f89e3480144538b93ee1433d94eef486a740ec4074702f0dcb5ef81c4b

Observation b21b671d-365c-4e1d-b228-490938aed096 · outbound

This paper cites Fusion Embedding: A Unified Embedding Space for Text, Image, Video, and Audio.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Fusion Embedding: A Unified Embedding Space for Text, Image, Video, and Audio

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:13:54.384676Z

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=2026-08-07T00:13:53.298988Z digest=sha256:4b727f929895a04fe6fd6d31e627900b3501a2c6c681b32c1f4e296f10afe86a

Observation 70845207-61b5-4aad-b78c-9e1cd873b88c · outbound

This paper cites Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:53.628346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:53.628346Z digest=sha256:63cc97c7dd04d6114f403c9c45b0586612076940c66e9dcbd3a45d9daeb742ce

Observation 3227e367-80fd-4445-8a81-e303308d8d4e · outbound

This paper cites Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning

Reference 15

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:13:54.118372Z

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=2026-08-07T00:13:53.805682Z digest=sha256:65582b55c5d0172cfc34725b99eaf6da2b84b20233abcfbceb99bd31a9899215

Observation 8ad9a670-8b50-45a1-967c-068b9e1b39d1 · outbound

This paper cites Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:53.463904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:53.463904Z digest=sha256:aa2374a941c5152d9a5ae674a1b2f26ef596cb49ac3d5445f1aa6efd6312fbb9

Observation 9dc3efa2-3379-46a4-b513-be2467aff359 · outbound

This paper cites Shortcut Learning in Deep Neural Networks.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Shortcut Learning in Deep Neural Networks

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:52.229065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:52.229065Z digest=sha256:90afb36b7977803921c58d328107ed9fac5476f0254e3129e6ac5cdf38245912

Observation 8003aa6a-11dc-4ec3-aa4a-76703c8b9a1d · outbound

This paper cites Intriguing Properties of Contrastive Losses.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Intriguing Properties of Contrastive Losses

Reference 2021

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:13:55.346283Z

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=2026-08-07T00:13:51.926174Z digest=sha256:79c8d2625f787ac641e10be0d51f688ae5218c39a518dba35db07baf22fbe7a0

Observation 9d98e0ee-b112-4a56-8aa4-8e6287efff0e · outbound

This paper cites Matryoshka Representation Learning.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Matryoshka Representation Learning

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:52.324203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:52.324203Z digest=sha256:5a5c32e43daf65c5c143411dedba8e14410125d3ff4e11bab658744b125a13b9

Observation 9ba6b2d1-d4f9-4aef-b18a-41944a65099a · outbound

This paper cites CLAP: Learning Audio Concepts From Natural Language Supervision.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding CLAP: Learning Audio Concepts From Natural Language Supervision

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:52.065013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:52.065013Z digest=sha256:5cf1ac41e3d7063c53e4f701e95a3e7bdf62a991b0ab753e17722cab7e735eab

Observation 52b56ada-bc48-42b5-8437-6b8dd70795af · outbound

This paper cites Demonstrating and Reducing Shortcuts in Vision-Language Representation Learning.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Demonstrating and Reducing Shortcuts in Vision-Language Representation Learning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:51.851266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:51.851266Z digest=sha256:e877ba03c9f93ecae2d4afd2007e59f0a26d86ad3c9fb8939028226c54155bf8

Observation 4e582ce5-864a-400c-aeb7-2df1822df112 · outbound

This paper cites Probing Low-Level Acoustic Attribute Encoding in CLAP Audio Embeddings.

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding Probing Low-Level Acoustic Attribute Encoding in CLAP Audio Embeddings

Reference 2026

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:13:55.009060Z

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=2026-08-07T00:13:52.441021Z digest=sha256:14214f52e8dc12d5e667efc40980f128357528306dfd77fef6ffe77e222c4f37

Pith citing papers

No inbound Pith citation observations are available.