Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T10:41:03.928432Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2607.20149.
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 2026-08-01T10:41:03.928432Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7fd5d0fd-eed1-43de-bac5-6ea022249af7 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Exploring lan- guage representation through a resource in- ventory project
Reference 1
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Observation ab24252d-7f9c-4029-bd90-befeb923de34 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Truth is a lie: Crowd truth and the seven myths of human annotation
Reference 2
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Observation 95ca7091-0f5f-46e3-b197-6819488a51fa · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Collaborative development of modular open source educational resources for natural language processing
Reference 3
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Observation 98fc229d-a1f8-4bb9-a3ac-b84902318ea7 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking LEA – Linguistic Exercises with Annotation Tools
Reference 4
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Observation f390b6fa-6d61-46fc-b77a-8edc1c5b3010 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Tightly coupled worksheets and homework assign- ments for NLP
Reference 5
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Observation 0480a869-7827-49af-8d6c-c236811bee63 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Using thematic analysis in psychology
Reference 6
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Observation 5e8753bb-b4cc-44dc-863d-468fe824d315 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Martin, Christine Pre- ston, Peter Rutledge, and Alice Motion
Reference 7
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Observation ff9c7a40-9ab0-4859-b035-1f09f9ab8601 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 8
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Observation ddf02a9a-6f71-4ad7-beb5-a5e4005c2c4d · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking From hate speech to societal empowerment: A pedagogical journey through computational thinking and NLP for high school students
Reference 9
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Unavailable: canonical work link unavailable.
Observation ede808aa-f640-4d30-b7ea-11dc1ab7b8df · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Emre Celebi, Stephen Dusza, David Gutman, Brian Helba, Aadi Kalloo, Konstantinos Liopyris, Michael Marchetti, Harald Kittler, and Allan Halpern
Reference 10
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Observation b010ff7c-50fd-4fe9-82e4-ffcd94343abd · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 11
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Observation 6e817288-8678-481a-81eb-e28144c14a96 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking A coefficient of agreement for nominal scales
Reference 12
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Observation aa991ff8-efa4-41f6-a914-50e8c34f2cca · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 13
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Observation c88f81cd-3c38-4a51-afca-8b7c860218d5 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Crowdtruth 2.0: Quality metrics for crowd- sourcing with disagreement
Reference 14
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Observation f3b71000-cda9-444b-804d-158bf866b373 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Classification of shared tasks used in teaching
Reference 15
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Observation f4b6b291-bd40-4efc-8dda-15aaff16f3db · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Active learning: An introduction
Reference 16
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Unavailable: canonical work link unavailable.
Observation c6930bbc-e963-4646-8137-c720c4ba402f · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Measuring nominal scale agreement among many raters
Reference 17
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Observation 2d5ed9d4-1486-4bde-964c-a48252699fe4 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Resources for Combining Teaching and Re- search in Information Retrieval Coursework
Reference 18
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Unavailable: canonical work link unavailable.
Observation b0fbafa6-e6ef-4db8-9557-c85dce607b82 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking From Annotation to Reflection: How Participatory AI Training Enhances Critical Thinking
Reference 19
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Observation 6cc44f7d-4729-4942-8b1d-4cdeb767fc23 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking BELT: Building endangered language technology
Reference 20
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Observation e6b45cc1-c34b-4cb8-a44a-b0d65272a77c · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 21
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Observation 8a4bc01d-c5ca-457e-9170-9efe18f5c921 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Hands-on machine learn- ing with scikit-learn, keras, and tensorflow
Reference 22
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Observation aa33d6aa-ff0c-4dcb-84fc-c41b5303c1e1 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Teaching LLMs at Charles University: Assignments and activities
Reference 23
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Observation 9d1a0dad-6dcb-4221-8293-d59e04aa434f · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking A course shared task on evaluating LLM output for clinical questions
Reference 24
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Observation 236bf54f-c076-4415-b84d-d7cb4d2775ba · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Open source data labeling and AI evaluation
Reference 25
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Unavailable: canonical work link unavailable.
Observation a29ac934-d5fc-43e9-b4b3-d4625617ccc4 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Striking a balance between classical and deep learning approaches in natural language pro- cessing pedagogy
Reference 26
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Observation 0c296248-a13d-4834-9780-04814cec7ae2 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Testing stylistic interventions to re- duce emotional impact of content modera- tion workers
Reference 27
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Observation ee406ee3-0ab2-4704-9938-b68d0b59ca77 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 28
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Unavailable: canonical work link unavailable.
Observation c64d47de-f08d-4a2e-9b67-b12d27ab7b50 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Estimating the reliabil- ity, systematic error and random error of in- terval data
Reference 29
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Observation 55d990f3-528e-4a60-b8be-ef345db98502 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Empowering the future with multilinguality and language diversity
Reference 30
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Unavailable: canonical work link unavailable.
Observation 5090059a-7be6-4146-a2ae-60a3e875866f · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 31
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Observation d254d256-b2db-4386-bc48-32b488e76343 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Modeling annotator preference and stochastic annotation error for medical image segmentation
Reference 32
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Observation 697b37e5-0d32-45fa-bbfa-01cdb098c630 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Novel or drivel? variants of invariants for teaching NLP in the LLM era
Reference 33
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Observation a40d1f77-c779-40e0-91df-4c8d980e7068 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking doccano: Text annotation tool for hu- man, 2018
Reference 34
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Observation a6ecf5b8-5833-4645-96c8-29b8862116c4 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Industry vs academia: Running a course on trans- formers in two setups
Reference 35
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Observation 03eb62f4-5bb0-445e-8efe-a253d3528493 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Example-driven course slides on natural language processing concepts
Reference 36
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Observation 8f03cdf8-0eaf-4c44-bf73-a405d63793db · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Ex- perimental analysis of the effective compo- nents of problem‐based learning
Reference 37
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Observation 99401cc6-484b-403c-9304-d211246b522f · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking The “problem” of human la- bel variation: On ground truth in data, mod- eling and evaluation
Reference 38
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Observation c5959dc0-0292-4250-ba4e-a4e40d7dadc4 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Training an NLP scholar at a small liberal arts col- lege: A backwards designed course proposal
Reference 39
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Observation 79641aa9-a33a-4d34-af69-d53056ae3f88 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking The Persona Lifecycle
Reference 40
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Observation a69f5ef9-1263-4a90-810d-84e8844858e1 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Deeper learning by do- ing: Integrating hands-on research projects into a machine learning course
Reference 41
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Observation 744c1470-dfd9-41fe-91b3-ad50db8a0607 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Multi-task Ensembles with Crowdsourced Features Improve Skin Lesion Diagnosis
Reference 42
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Observation 70c509de-aa84-4d3e-bea2-1947f25720a2 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 43
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Observation 07f46c74-8ccb-404b-81c2-41eaaccbaa8a · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Two contrasting data annotation paradigms for subjective NLP tasks
Reference 44
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Observation aebd0dd6-a240-4268-b2b7-05bebbea6c18 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Why don’t you do it right? analysing annotators’ disagree- ment in subjective tasks
Reference 45
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Observation a10b4843-d6f5-4a85-b8cd-95f7efbc5fee · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Turning software engineers into machine learning engineers
Reference 46
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Unavailable: canonical work link unavailable.
Observation 74eb2264-937e-4a7e-bfb1-5416c2ce8df5 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Projectindata- science2026_examtemplate (data folder),
Reference 47
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Observation a1af8c60-c682-483a-810c-eedf2af4d6cf · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking ABCD rule of dermatoscopy : a new practical method for early recogni- tion of malignant melanoma
Reference 48
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Unavailable: canonical work link unavailable.
Observation a738bd3c-01bc-472f-b39c-1a29fe0c6968 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking The HAM10000 dataset, a large collection of multi-source dermatoscopic im- ages of common pigmented skin lesions, 2018
Reference 49
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Observation 736bde1d-6e79-42ed-8d8d-e7e3cffe51e6 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Uma, Tommaso Fornaciari, Dirk Hovy, Silviu Paun, Barbara Plank, and Massimo Poesio
Reference 50
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Observation 39ea887a-a682-4d4a-ae03-494fb6de7e1e · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 51
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Observation 2da0b1dd-766b-4dba-a750-9eb631944115 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 54
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Observation 64540bce-5fba-41ff-ac18-d9d3ed4cad25 · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 2024
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Observation b59b9a89-c323-41f6-b458-20d5dae1b7cb · outbound
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work
Reference 2026
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.