Paper Citation Record · LEDGER

Investigating the Impact of Word Informativeness on Speech Emotion Recognition

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2506.02239.

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

pith.paper-citation-record.v1
2506.02239 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:30:15.886813Z

measured 34 of 34 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:30:15.720013Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T11:30:16.075020Z

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy24
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a68b91a4-b999-41f5-9558-30e1e1cfb64a · outbound

This paper cites Investigating the Impact of Word Informativeness on Speech Emotion Recognition.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Investigating the Impact of Word Informativeness on Speech Emotion Recognition

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T11:30:16.083035Z

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.

Observation 3e1937c4-38b6-4957-8f1e-48cebed275d0 · outbound

This paper cites Kids are talking by the door.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Kids are talking by the door

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.644929Z

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.

Observation 996ddcde-ca3e-4a4c-b3cb-2025bf93a19f · outbound

This paper cites This in- cludes an analysis of word surprisal, word rank, segment chunk- ing, and the setup for supervised classification.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition This in- cludes an analysis of word surprisal, word rank, segment chunk- ing, and the setup for supervised classification

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.626192Z

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.

Observation 3fdfbbad-6e14-4112-a813-37914d389117 · outbound

This paper cites Each held-out set consists of two speakers that are not present in the train and validation sets.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Each held-out set consists of two speakers that are not present in the train and validation sets

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.604281Z

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.

Observation ebc486b9-0131-4a3e-8a5b-db227fe9bf1f · outbound

This paper cites In the case of the different representations included in the experiments (Wav2vec 2.0 and eGeMAPS), a baseline result has been computed.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition In the case of the different representations included in the experiments (Wav2vec 2.0 and eGeMAPS), a baseline result has been computed

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.586899Z

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.

Observation cc7fd9fc-73ab-4405-8997-21be681d6d93 · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:16.565724Z

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.

Observation db70ccae-7171-4dad-b099-8f189c39e689 · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:16.545202Z

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.

Observation 7d378c4e-527b-4d53-843f-d4b4f02affba · outbound

This paper cites Computational Modeling of Prosody in Speech.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Computational Modeling of Prosody in Speech

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.523651Z

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.

Observation b0454a00-3511-4a94-880a-b19901355c55 · outbound

This paper cites Toward detecting emotions in spoken dialogs,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Toward detecting emotions in spoken dialogs,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.501537Z

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.

Observation 25c3f2d7-9a1c-4235-9899-277d377e3638 · outbound

This paper cites Emotion in human-computer interaction,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Emotion in human-computer interaction,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.483413Z

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.

Observation 7a645b79-740e-46f7-affc-f6153b2e88fc · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:15.772291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09a45e34-6e23-412d-957f-3cd8c4d76c8a · outbound

This paper cites Speech- based emotion recognition with self-supervised models using attentive channel-wise correlations and label smoothing,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Speech- based emotion recognition with self-supervised models using attentive channel-wise correlations and label smoothing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.450805Z

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.

Observation ab3025f3-a4c3-4906-bf9e-1be73dff73b4 · outbound

This paper cites Extracting speaker and emotion information from self-supervised speech models via channel-wise correla- tions,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Extracting speaker and emotion information from self-supervised speech models via channel-wise correla- tions,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.431245Z

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.

Observation 0cb128ef-bd0c-452f-904a-ec92d3e75fc8 · outbound

This paper cites Emotional speech recogni- tion: Resources, features, and methods,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Emotional speech recogni- tion: Resources, features, and methods,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.414317Z

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.

Observation a71d5443-d719-4183-a034-43b3a7a0effe · outbound

This paper cites Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:15.791716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56521de9-1d05-4294-8374-a923d07d8d49 · outbound

This paper cites HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.395749Z

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.

Observation 3536bb3a-72c6-4f16-8aff-72eb2e5e9407 · outbound

This paper cites wav2vec 2.0: A framework for self- supervised learning of speech representations,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition wav2vec 2.0: A framework for self- supervised learning of speech representations,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.374465Z

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.

Observation f47833bd-dfa1-4e64-8bc0-efc6ce1d0475 · outbound

This paper cites WavLM: Large-scale self-supervised pre-training for full stack speech processing,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition WavLM: Large-scale self-supervised pre-training for full stack speech processing,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:15.805098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f677e15-022a-41fc-bef5-d54db98b1a24 · outbound

This paper cites SUPERB: Speech processing uni- versal performance benchmark,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition SUPERB: Speech processing uni- versal performance benchmark,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.354212Z

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.

Observation 07ced740-af19-4fa1-9849-6099fa123f9d · outbound

This paper cites Emotion identification from raw speech signals using dnns.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Emotion identification from raw speech signals using dnns

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.332139Z

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.

Observation 435b5fb8-fc5e-4dfa-bf5b-59ef754975b3 · outbound

This paper cites Leveraging inter-rater agreement for audio-visual emotion recognition,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Leveraging inter-rater agreement for audio-visual emotion recognition,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.308464Z

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.

Observation 2accd10c-a7bb-4535-97c4-ad16c04513a4 · outbound

This paper cites Interpreting ambiguous emo- tional expressions,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Interpreting ambiguous emo- tional expressions,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.278051Z

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.

Observation 2d3c563b-2958-4252-8eea-ddf866801eb1 · outbound

This paper cites A speech emotion recognition framework for better discrimination of confusions,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition A speech emotion recognition framework for better discrimination of confusions,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.261015Z

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.

Observation 5b31af7c-4083-482f-8e4c-0b6e59d67a88 · outbound

This paper cites The bayesian brain: the role of un- certainty in neural coding and computation,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition The bayesian brain: the role of un- certainty in neural coding and computation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.238401Z

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.

Observation 1b08a635-1761-4ba3-92cc-7d043cdb8eb0 · outbound

This paper cites Predictive coding in the visual cor- tex: a functional interpretation of some extra-classical receptive- field effects,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Predictive coding in the visual cor- tex: a functional interpretation of some extra-classical receptive- field effects,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.216583Z

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.

Observation 4d58f127-03b7-4cd7-a4e1-3174e6ab0ff0 · outbound

This paper cites Kakouros, N.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Kakouros, N

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.200595Z

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.

Observation af12a06e-6d09-4fe4-83eb-a62342bf5c60 · outbound

This paper cites The ryerson audio-visual database of emotional speech and song (ravdess): A dynamic, multimodal set of facial and vocal expressions in north american english,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition The ryerson audio-visual database of emotional speech and song (ravdess): A dynamic, multimodal set of facial and vocal expressions in north american english,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:15.848862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38d6bbd-aef3-4d6e-8270-fe1e71f89b10 · outbound

This paper cites Emotion Recognition from Speech.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Emotion Recognition from Speech

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:15.853633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7284af7-7fbd-48aa-8f54-a206b429af3e · outbound

This paper cites The geneva minimalistic acoustic parameter set (gemaps) for voice research and affective computing,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition The geneva minimalistic acoustic parameter set (gemaps) for voice research and affective computing,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:15.860020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ebbfd06-2da9-46c8-82ad-cbbd30bfe4d3 · outbound

This paper cites A probabilistic earley parser as a psycholinguistic model,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition A probabilistic earley parser as a psycholinguistic model,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.156704Z

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.

Observation a1a14c92-12bb-4f54-aa3b-ff8d3ad7f1b9 · outbound

This paper cites Predictive power of word surprisal for reading times is a linear function of language model quality,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Predictive power of word surprisal for reading times is a linear function of language model quality,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.140924Z

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.

Observation 92d6216f-ed57-4661-a428-2aaef16b5a56 · outbound

This paper cites Investigating the utility of surprisal from large language models for speech synthe- sis prosody,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Investigating the utility of surprisal from large language models for speech synthe- sis prosody,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.124849Z

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.

Observation 67e55c98-d672-469e-a553-3123d8b63706 · outbound

This paper cites Analyzing the contribution of top-down lexical and bottom-up acoustic cues in the detection of sentence prominence,.

Investigating the Impact of Word Informativeness on Speech Emotion Recognition Analyzing the contribution of top-down lexical and bottom-up acoustic cues in the detection of sentence prominence,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:30:16.105857Z

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.

Pith citing papers

Observation a68b91a4-b999-41f5-9558-30e1e1cfb64a · inbound