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Paper Citation Record · LEDGER

Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking

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.

pith.paper-citation-record.v1
2607.20149 v1

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measured 54 of 54 reference resolution

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measured 54 of 54 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

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Reference resolution

54 of 54 outbound references displayed

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Outbound references

Observation 7fd5d0fd-eed1-43de-bac5-6ea022249af7 · outbound

This paper cites Exploring lan- guage representation through a resource in- ventory project.

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

This paper cites Truth is a lie: Crowd truth and the seven myths of human annotation.

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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This paper cites Collaborative development of modular open source educational resources for natural language processing.

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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This paper cites LEA – Linguistic Exercises with Annotation Tools.

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

This paper cites Tightly coupled worksheets and homework assign- ments for NLP.

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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This paper cites Using thematic analysis in psychology.

Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Using thematic analysis in psychology

Reference 6

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This paper cites Martin, Christine Pre- ston, Peter Rutledge, and Alice Motion.

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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

Reference 8

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This paper cites From hate speech to societal empowerment: A pedagogical journey through computational thinking and NLP for high school students.

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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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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

Reference 11

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This paper cites A coefficient of agreement for nominal scales.

Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking A coefficient of agreement for nominal scales

Reference 12

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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

Reference 13

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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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Classification of shared tasks used in teaching

Reference 15

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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Active learning: An introduction

Reference 16

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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Measuring nominal scale agreement among many raters

Reference 17

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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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This paper cites From Annotation to Reflection: How Participatory AI Training Enhances Critical Thinking.

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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking BELT: Building endangered language technology

Reference 20

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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

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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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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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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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Open source data labeling and AI evaluation

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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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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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Estimating the reliabil- ity, systematic error and random error of in- terval data

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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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Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

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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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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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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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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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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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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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This paper cites The “problem” of human la- bel variation: On ground truth in data, mod- eling and evaluation.

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

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Observation c5959dc0-0292-4250-ba4e-a4e40d7dadc4 · outbound

This paper cites Training an NLP scholar at a small liberal arts col- lege: A backwards designed course proposal.

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

This paper cites The Persona Lifecycle.

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

This paper cites Deeper learning by do- ing: Integrating hands-on research projects into a machine learning course.

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

This paper cites Multi-task Ensembles with Crowdsourced Features Improve Skin Lesion Diagnosis.

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

This paper cites an unresolved cited work.

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

This paper cites Two contrasting data annotation paradigms for subjective NLP tasks.

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

This paper cites Why don’t you do it right? analysing annotators’ disagree- ment in subjective tasks.

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

This paper cites Turning software engineers into machine learning engineers.

Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Turning software engineers into machine learning engineers

Reference 46

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Observation 74eb2264-937e-4a7e-bfb1-5416c2ce8df5 · outbound

This paper cites Projectindata- science2026_examtemplate (data folder),.

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

This paper cites ABCD rule of dermatoscopy : a new practical method for early recogni- tion of malignant melanoma.

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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Observation a738bd3c-01bc-472f-b39c-1a29fe0c6968 · outbound

This paper cites The HAM10000 dataset, a large collection of multi-source dermatoscopic im- ages of common pigmented skin lesions, 2018.

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

This paper cites Uma, Tommaso Fornaciari, Dirk Hovy, Silviu Paun, Barbara Plank, and Massimo Poesio.

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

This paper cites an unresolved cited work.

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

This paper cites an unresolved cited work.

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

This paper cites an unresolved cited work.

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

This paper cites an unresolved cited work.

Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking Unresolved cited work

Reference 2026

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Pith citing papers

No inbound Pith citation observations are available.