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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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=sha256:565d81f112ea425111f9d742e32155c030fd2f40c9da927a6d71bd4e2f5616f7

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=sha256:65727589e809335f097ac41750ece0bac92db3a51691172affc67e9adff2aa35

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=sha256:38049ca25cfa7d7aa928bdefa9f5054be3c085574c99e6486d555c2f0b81e999

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:e7ac077b85e62f1cab11b499fff75cee96f9fe55e820e58c23f4385338d2400e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:13:53.147059Z digest=sha256:0de5a5af339a83331e53ce35458a388cacbd95953c79ad84d1fe2761dff1a9f5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:13:53.298988Z digest=sha256:27afdda7aef63d96b0d21bd45492a89c93d6b2a7c20ddfb9e92970b2b234c431

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=sha256:283e17c6f32788665baf5442e1acf1705f9607e38893a48b3eb511f7829ee808

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:13:53.805682Z digest=sha256:7e88deeba2a3bdbc3c55a1e79ac07bb0cf262879c223e2b2a8302c9d69c12b65

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:f52fdffd7782dbd4b3e8f678c0f480f2b9b959d376d4b5e5b0af4cd0a40115e4

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=sha256:1e5e7228699998895bad99ea8c3bf39161fa9bedce346aab9cd1f2f9953aec2f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:13:51.926174Z digest=sha256:1d8884fa227ad2d9bf336a24aee6b6277054bd482c12bd856d8efee7e2ed9ae4

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:bf924ffde608962b52a271cd1abd36bb35f86cbc096629d90841230f3b1516fa

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=sha256:4fd326bcf49a9912b017fdee73d84ec3eeae9c3e13ea96e2bb804db48e949475

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:b85116a9ab107b3b2b8e1210e2f5fe22de9c23e392e12a6fe366ce2bc7ca0a2e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:13:52.441021Z digest=sha256:5292660895e8b9461fbc6a875c760e6ce3b0ad727ec1d1f231cad25bb329e9a3

Pith citing papers

No inbound Pith citation observations are available.