Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:10:29.781985Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2509.03181.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:10:29.781985Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e11071e0-1ed5-4138-ab54-9a0380b4b84b · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Interjections and emotion (with special reference to “surprise
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e903a4af-7553-4fe3-96d3-99fe3a9cf812 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Interjections in English: Neglected but Important Aspect of Foreign Language Learning and Teaching
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5f101f67-ed38-4f2f-8784-45541e55340f · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction On the margins of language: Ideophones, interjections and dependencies in linguistic theory
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 69bc705b-328f-48df-a829-247e0929fd2c · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Interjections as pragmatic markers
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aa894ae4-7f81-44a8-8217-8e6cca86a051 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Alexa, Siri, Cortana, and more: an introduction to voice assistants
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8087685e-2548-4476-8d0e-3c7a667564d8 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction User Experience Comparison of Intelligent Personal Assistants: Alexa, Google Assistant, Siri and Cortana
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 98176c0b-8860-47be-ae51-e48a067d04a1 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Talk to me: Exploring user interactions with the Amazon Alexa
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eeabdeb6-c5fc-40b5-8c68-aaf9f6ad64bb · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction The State of Speech in HCI: Trends, Themes and Challenges
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation db661f19-112d-4659-9243-94eb3985ddcf · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Analysis of acoustic-prosodic features related to paralinguistic information carried by interjections in dialogue speech
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a3431df6-3aa4-4920-a71a-3ecb5bfe25e9 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Speech Recognition: Keyword Spotting Through Image Recognition
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4a206349-001b-4b8a-84bf-a1744b1c1668 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Speech emotion recognition using deep learning techniques: A review
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3997033-d294-4e96-839f-8bc388429af7 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4715b7ee-5f10-4488-811b-cd5d45b712bc · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction E2E-DASR: End-to-end deep learning-based dysarthric automatic speech recognition
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0bf4fa7-f2c9-41e2-a31b-c9ced11d4a04 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Introduction to acoustic event and scene analysis
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3870cefe-ced9-406e-9507-96625f6ba098 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Benchmarking performance of object detection under image distortions in an un- controlled environment
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0060a853-20a1-49a6-a701-728d897c3362 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Voices Obscured in Complex Environmental Settings (VOICES) corpus
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a578e45-8150-422f-9a67-64ee232b8bb3 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction A Review of Music Analysis Techniques
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9f886c07-ea8a-4482-adde-a6440d0f0f85 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Semi-Supervised Multiple Source Localization Using Relative Harmonic Coefficients Under Noisy and Reverberant Environments,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bda86121-0b3a-40b8-855a-25bd0a8f24ac · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Sound Event Detection in Urban Audio with Single and Multi -Rate Pcen,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5904d3d0-6fac-4bb4-bab3-7b5e32a78b9c · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Analysis of speech recognition techniques
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7c2f675-7418-4c44-b1aa-35963859dd77 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction MFCC-based recurrent neural network for auto-matic clinical depression recognition and assessment from speech
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6c232510-16a0-4a6a-89ee-1be82b9f5b3b · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction No" - Informal no mmm mhm, uh-hu
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6b123097-5366-4498-9d5d-4f6cf9baa812 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 21256fde-147e-4d6b-b147-31948825d72b · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Bagged support vector machines for emotion recognition from speech
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7e6e2beb-83c6-4cb3-a022-8e36740eec81 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Automatic speech recognition: Systematic literature review
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4238f6b2-57bf-4453-b37b-75771071957b · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction A systematic review of hidden Markov models and their applications
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2824c259-3c67-4971-9681-5941f2ce0831 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Dynamic time warping (DTW) algorithm in speech: a review
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d2c0063c-3e43-4ce5-9983-14016a4e3132 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Deep spoken key-word spotting: An overview
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7a38f9d5-c950-487b-9633-7622ddd2b754 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Audio adversarial examples generation with recurrent neural networks
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e789c28-d73e-4a5a-a9a5-cf75ae228347 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction A deep neural network-driven feature learning method for poly -phonic acoustic event detection from real-life recordings
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84c2b63e-c107-4a48-b0b4-c1624d6e949f · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Recent advances in end -to-end automatic speech recognition. APSIPA
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 520b8379-8e2d-476a-a26a-f5bb3add0d94 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Survey on machine learning in speech emotion recognition and vision systems using a recurrent neural network (RNN)
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7fc97b93-18f1-4d4e-b276-96f56f85380b · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9e4d819-2b08-45e7-9e6f-49a9bf174e2b · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Improved Meta Learning for Low Resource Speech Recognition
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 804ee2a0-999f-4774-b100-8d85d0fa68b0 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Improved Vocal Tract Length Perturbation for a State -of-the-Art End -to-End Speech Recognition System
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b7edacaf-5401-478c-9ae8-d63038e40fb5 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction The analysis of interjection types and emotional state used in “Sam & Cat
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a80227ee-b425-48df-9661-511f1264695c · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d8794466-236c-4cab-93f1-a5495b46b949 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Interjections oh! wow! gosh! ah! god! as a means of expressing emotions of personages in the novel ‘can you keep a secret’
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5144b8d1-760d-4819-a219-b7ab7319379f · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Fear emotion classification in speech by acoustic and behavioral cues
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 217ffc92-fe61-466d-8a3d-6a9e89003510 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Spontaneous Conversational Speech Synthesis from Found Data
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation de2d0b70-de0c-4fba-b0fe-9dc9be356668 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction A Large-Scale User Study of an Alexa Prize Chatbot: Effect of TTS Dynamism on Perceived Quality of Social Dialog
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cc5bcdd9-1590-4656-8506-7a21f321362a · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Speech emotion recognition system with librosa
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4cd201db-8abc-41b7-b78c-e423b268f688 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction U.S. Patent No. 9,997,172
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f3ab62f1-b4a7-4c75-aa30-ce1b1e1c6253 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction librosa: Audio and music signal analysis in python
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d26edc98-ba84-498e-a479-c128e4317a56 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Guest Editorial: Special Issue on Affective Speech and Language Synthesis, Generation, and Conversion
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 006e6e15-8465-45ba-af01-2d408d5bd19e · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Pysox : Leveraging the audio signal processing power of sox in python
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e6d04090-b8bd-4064-ab3e-94d7b8a4b591 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Speaker identification using a hybrid cnn -mfcc approach
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fefb47f0-ced7-4ecf-a66a-4ea9f8f65e86 · outbound
Beyond Words: Interjection Classification for Improved Human-Computer Interaction Unresolved cited work
Reference 2018
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.