Paper Citation Record · LEDGER

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2607.10162.

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

pith.paper-citation-record.v1
2607.10162 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T13:49:26.320341Z

measured 36 of 36 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

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d4ad8f28-c095-4f04-b8f1-a87ebb8ee12d · outbound

This paper cites Hinton, J.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Hinton, J

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation ea23ea1c-046d-4dc9-91ee-59ba075c0f78 · outbound

This paper cites Arbitrariness, iconicity, and systematicity in language,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Arbitrariness, iconicity, and systematicity in language,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 24c4e5e6-701b-48dd-baf7-20da9a597fdf · outbound

This paper cites Gestalt psychology,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Gestalt psychology,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation b05155bd-49b4-4da5-8b0d-42e9e70552f6 · outbound

This paper cites Synaesthesia — a window into perception, thought and language,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Synaesthesia — a window into perception, thought and language,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 49e7b6c4-3f89-4331-b149-472b9a43b8b6 · outbound

This paper cites The bouba/kiki effect is robust across cultures and writing systems,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models The bouba/kiki effect is robust across cultures and writing systems,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 44b5fb0c-1998-4ad0-87f2-e312123893ef · outbound

This paper cites An ethological perspective on common cross-language utilization of F0 of voice,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models An ethological perspective on common cross-language utilization of F0 of voice,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 3a3c1305-f812-45aa-a39f-97bce61a0f67 · outbound

This paper cites A study in phonetic symbolism.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models A study in phonetic symbolism

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

Source-reported events for the cited work

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Observation 53679f9b-0341-435c-9d85-5e10be69f937 · outbound

This paper cites Stimulus parameters underlying sound-symbolic mapping of auditory pseudowords to visual shapes,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Stimulus parameters underlying sound-symbolic mapping of auditory pseudowords to visual shapes,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

Source-reported events for the cited work

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Observation 9284b4ee-d9a5-435e-b483-75ab603e6bb2 · outbound

This paper cites Generating images from spoken descriptions,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Generating images from spoken descriptions,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 330d06fb-8ad6-4a1c-9b31-dad7d230f68e · outbound

This paper cites Audio flamingo 3: Advancing audio intelligence with fully open large audio language models,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Audio flamingo 3: Advancing audio intelligence with fully open large audio language models,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

Source-reported events for the cited work

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Observation 19e5b520-cfc5-473d-bdf0-357c93b9e3f8 · outbound

This paper cites Step-Audio 2 Technical Report.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Step-Audio 2 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation e78b3f3b-1417-4dab-b6db-28d183287566 · outbound

This paper cites Kimi-Audio Technical Report.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Kimi-Audio Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 1c2b4b69-95d2-4228-9213-c97a562af010 · outbound

This paper cites MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 728b15a5-efd6-4df4-b3ee-4d487cb07398 · outbound

This paper cites Towards holistic evaluation of large audio-language models: A comprehensive survey,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Towards holistic evaluation of large audio-language models: A comprehensive survey,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation cf35f339-f23b-4de2-8b54-72fd3e46168b · outbound

This paper cites Qwen3-Omni Technical Report.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Qwen3-Omni Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 9d878fbd-860e-448d-b6f5-bdc8a6e9de33 · outbound

This paper cites Kiki or bouba? sound symbolism in vision-and-language models,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Kiki or bouba? sound symbolism in vision-and-language models,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 44c19af4-6d08-4129-b370-2cdc3f191dd1 · outbound

This paper cites Evidence for systematic semantic structure in individual phonemes.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Evidence for systematic semantic structure in individual phonemes

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 708952dd-ae48-403e-a3d7-80f38551d262 · outbound

This paper cites Do language models associate sound with meaning? a multimodal study of sound symbolism,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Do language models associate sound with meaning? a multimodal study of sound symbolism,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 15bddca5-5765-424f-9ad5-5e806771010d · outbound

This paper cites Interpreting GPT: the logit lens,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Interpreting GPT: the logit lens,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation e615caba-0faf-47d2-9506-c7f234dcc240 · outbound

This paper cites Dynamic-SUPERB phase-2: A collaboratively expanding benchmark for measuring the capabilities of spoken language models with 180 tasks,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Dynamic-SUPERB phase-2: A collaboratively expanding benchmark for measuring the capabilities of spoken language models with 180 tasks,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 188bfe4e-ce83-47bd-98e5-3fd22906c0d8 · outbound

This paper cites V oicebench: Benchmarking llm-based voice assistants,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models V oicebench: Benchmarking llm-based voice assistants,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 1be920c8-af00-445d-8baf-940642f1f08b · outbound

This paper cites Speech-IFEval: Evaluating Instruction-Following and Quantifying Catastrophic Forgetting in Speech-Aware Language Mod- els,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Speech-IFEval: Evaluating Instruction-Following and Quantifying Catastrophic Forgetting in Speech-Aware Language Mod- els,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 97efa151-e622-4cdb-9e9a-cdf9a6bf7629 · outbound

This paper cites Listen, think, and understand,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Listen, think, and understand,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation ebb7d896-2942-463e-8beb-a967fd89fa26 · outbound

This paper cites AudioBench: A universal benchmark for audio large language models,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models AudioBench: A universal benchmark for audio large language models,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation fee9c806-61ab-45eb-a2e2-8efeb58c9462 · outbound

This paper cites MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 244e041f-d3f7-43e2-9324-10d11def72b9 · outbound

This paper cites MMAU-Pro: A Challenging and Comprehensive Benchmark for Holistic Evaluation of Audio General Intelligence.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models MMAU-Pro: A Challenging and Comprehensive Benchmark for Holistic Evaluation of Audio General Intelligence

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 4c445c30-67d4-413f-8b9e-540f0884a62c · outbound

This paper cites Dynamic-superb: To- wards a dynamic, collaborative, and comprehensive instruction-tuning benchmark for speech,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Dynamic-superb: To- wards a dynamic, collaborative, and comprehensive instruction-tuning benchmark for speech,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 40f622aa-5701-481e-abc3-f91693bcdd75 · outbound

This paper cites Echomind: An interrelated multi-level benchmark for evaluating empathetic speech language models,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Echomind: An interrelated multi-level benchmark for evaluating empathetic speech language models,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation d28fd5df-73db-44e6-827d-83207e4a12c5 · outbound

This paper cites Investigating iconicity in vision-and-language models: A case study of the bouba/kiki effect in japanese models,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Investigating iconicity in vision-and-language models: A case study of the bouba/kiki effect in japanese models,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation e344a919-f7ea-47c3-83c2-64a33e49840b · outbound

This paper cites Analyzing the sensibility of visual language models using an evolving image generation system: Focusing on color impressions and sound symbolism,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Analyzing the sensibility of visual language models using an evolving image generation system: Focusing on color impressions and sound symbolism,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 45103663-8ff8-4cf8-b548-6a7f9c3b6b9f · outbound

This paper cites With ears to see and eyes to hear: Sound symbolism experiments with multimodal large language models,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models With ears to see and eyes to hear: Sound symbolism experiments with multimodal large language models,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 0edc8f61-6baf-4806-9f56-8ee7d53ee07b · outbound

This paper cites Sound to meaning mappings in the bouba-kiki effect,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Sound to meaning mappings in the bouba-kiki effect,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation badcd851-d7ed-4b55-a9ed-a8403263c138 · outbound

This paper cites Correlation calculated from faulty data,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Correlation calculated from faulty data,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 648f8780-fa99-4b5c-95c8-5fb738574c4c · outbound

This paper cites Some experimental results in the correlation of mental abilities 1,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Some experimental results in the correlation of mental abilities 1,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 40bfaca6-87f8-4d06-97be-30f889627a65 · outbound

This paper cites The detection of disease clustering and a generalized regression approach,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models The detection of disease clustering and a generalized regression approach,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Observation 2cf2aadc-a2c3-434a-84eb-ecf5176d0b54 · outbound

This paper cites Gemma 4 model card,.

Hearing Like Humans? Sound Symbolism and Perceptual Alignment in Speech Language Models Gemma 4 model card,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-14T13:49:26.320341Z

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Pith citing papers

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