Pith. sign in

Paper Citation Record · LEDGER

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets

As of 15 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 3 inbound Pith citation observations for arXiv:1908.07898.

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

pith.paper-citation-record.v1
1908.07898 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:58:39.838934Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:07:56.650660Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T12:40:00.372749Z

Reference resolution

30 of 30 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d104b89-504e-4d32-9adc-ce3e45b2bfee · outbound

This paper cites URL: " 'urlintro :=.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets URL: " 'urlintro :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.223300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.223300Z digest=sha256:18dace1b8b058a42b6399435f87a4ef65605d5747b9271a40c2a5e8f67e009c3

Observation 0c16e7fb-cb2f-4c4b-8de4-cdd2c023c31a · outbound

This paper cites write newline.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.265154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.265154Z digest=sha256:5f0a4ac8601e82b46c0f4f431496b535e79f251a27546a0378779ac92ec6c70b

Observation b4a1420f-ec87-454a-b3b8-d6f83b28dfe3 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:41.080364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.270698Z digest=sha256:4ac16fa81eb1cf348c1dadcd99eaf73aab320bce78a9f751e21107d0d4f1ac98

Observation e6b05cec-44a6-49df-874b-f0d196235b49 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.994053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.276999Z digest=sha256:d59f725c936d03dc38c11ad4d018a4171e8f55e15b634023c9d9b757f0f3e39c

Observation db0c3402-dae8-4fd4-9157-1f566056a2fa · outbound

This paper cites Bowman, G.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Bowman, G

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.282819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.282819Z digest=sha256:1a3df6b6ace16f81af6b9108c75346491f456d1b8109bf84dc0e88e4ca3232d2

Observation 043bb611-d933-497e-8370-6dbb32f1c17b · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.948475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.287480Z digest=sha256:cf56cf29c949bd7769415b3887761ded21910b66a1434dea6c375f49e136d4d6

Observation 96100969-729a-406f-b3fe-3b9e19f91030 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.291912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.291912Z digest=sha256:df6941852160980c923638bc165b0764baeba2361bb1cf7d58bf3b8b18fd4b47

Observation 341cb92c-ea9b-4aa9-ba96-09274e580387 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.933973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.296808Z digest=sha256:b99b6022e4dc9900ecd08f13efe76a2ba1946c645fd6cb7b1815c79375d58a70

Observation 0b6b63c9-a1de-42c4-9cde-06d8b1b7a1cf · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.301451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.301451Z digest=sha256:c8fa3837bb5ba7658ea1562bd73062739676b9753ac0182497be2ea5c4f2b5c7

Observation 57f58460-ebb3-408a-9c7e-06622afe05d3 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.909387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.314533Z digest=sha256:ae27f899cc220f0bff21630ecd01a30e9bd9816c4048efc91f846e40d16986b0

Observation cc388608-c23e-4b0b-b2ed-419ac34b493f · outbound

This paper cites Annotation Artifacts in Natural Language Inference Data.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Annotation Artifacts in Natural Language Inference Data

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.372952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.372952Z digest=sha256:4f60a9ecd77004b91b2234dfcd8909944d689eebfb895dd333877cbe8a173487

Observation 1cf3c79f-0ea2-46ad-9f75-4597530c5acd · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.804277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.379628Z digest=sha256:628380c33c59038f8883236c128fcfc24a070ba8e16641fec9ff28d07af45a2d

Observation 4345fe9a-644a-4b3f-9773-be0a53fbb534 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.765066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.384406Z digest=sha256:c090943ccd06919cf122a7512c8254dbf2783fbe9bfeef02491c945db6c321b7

Observation 00c20e69-1f44-4b2d-ac62-6baf2b0093d6 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.389135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.389135Z digest=sha256:d86690451bfd93e09a365cdbcc17e1fb0e5bebde70b5d5f6da9c7478286b575d

Observation 68458838-1ada-4ac4-bc68-a6e7a4c6c48f · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.739925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.394468Z digest=sha256:70afdcc841576090fdb431443998315c3c5ccee20a091c7c7316b583353de2c2

Observation 980ad2e9-b649-4206-9c16-d0f560d98428 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.400126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.400126Z digest=sha256:3bf792a71eed1d7db455c32dcf4c1042e3a0ccb6a85baed545e9f3c2939b5347

Observation 8e40f513-0b19-49b2-be31-214cfbd3c3a1 · outbound

This paper cites Hypothesis Only Baselines in Natural Language Inference.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Hypothesis Only Baselines in Natural Language Inference

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.436117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.436117Z digest=sha256:284f672aae61f486d805d9cf4abaaa6c4d8da25ff465a527f52a584c34f5674a

Observation f056bcc5-1662-40b9-84c1-e5e6dc066592 · outbound

This paper cites Rajpurkar, J.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Rajpurkar, J

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:58:40.589092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.519473Z digest=sha256:80694c5a3c950ecdf487d69aed76dff2ed9d1bdd5b3f927e1015ce2d4d1a8776

Observation e1cae967-837b-4eb8-aa3e-4421bac2f4bf · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.663956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.663956Z digest=sha256:bb8430e85b3d016fcf743bdee423f0fd51fb622f39844bc81c683c311490365e

Observation 949e4dfb-f978-43bd-9831-5478f8ea895e · outbound

This paper cites Richardson, C.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Richardson, C

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:58:40.562633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.668542Z digest=sha256:5b8955b5983a47b408f55791ff5d3763b8e976a329a13526b1ddba0ca6a5c9b4

Observation 6d0514c5-982b-48ed-b40d-cf7ed15fe128 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.418487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.673792Z digest=sha256:52c578380ba76c6c135bc09d46a7323c20ddacda5cadbe8cd89f3c9dd2754f45

Observation 9e082994-bd51-428b-869c-163d84d52823 · outbound

This paper cites Schwartz, M.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Schwartz, M

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.678236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.678236Z digest=sha256:db57d5e620128655bb807704c36b28e4fb6299e807a552a2f544a0eb5c0d7ee1

Observation 8ad3088b-67b7-4680-a081-e35e6e8757a1 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.353618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.682549Z digest=sha256:84c8a95343ac23d43217354a334df8893cdaa87466ef7200cb25876b11ffef53

Observation fdb51d34-139f-4e98-a4a8-5e80879cec5d · outbound

This paper cites A Corpus for Reasoning About Natural Language Grounded in Photographs.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets A Corpus for Reasoning About Natural Language Grounded in Photographs

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.738160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.738160Z digest=sha256:62a45cbda4c2220441baa607ff401a591d5b4334eafc443f2e092c7b526ada39

Observation eea18006-bf87-42a7-a35a-99503ac0e7e9 · outbound

This paper cites Talmor, J.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Talmor, J

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:58:40.293511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.795001Z digest=sha256:3574db145ff0c5890637ddbfc48ac40128792bf905ad38df4e38ebb0687e09a8

Observation 0bfcf4aa-9f0d-4290-a633-361c222f613f · outbound

This paper cites Trischler, T.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Trischler, T

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:58:40.243698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.800254Z digest=sha256:5b86657fd9c7c603fda9adcf176ea4973ad40ac8ff67455bc1c9e865ebddd8ae

Observation ea544555-6673-45be-af9f-17c722c290b6 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:58:40.077569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.804905Z digest=sha256:7ed9d566eac5aa767f20edbaf7905abbe2c3e493c32f6e918afe1a24f0fc3771

Observation 1be7d6a7-0869-466b-90f0-b7878f99b53e · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.809743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.809743Z digest=sha256:8791979193b9193c5f4567d7c55e46cc6471c854da1b3a6350e438acc3b66221

Observation a2587623-1a7c-489b-9323-578de30b5d2e · outbound

This paper cites Zaidan and Chris Callison-Burch.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Zaidan and Chris Callison-Burch

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:58:40.051424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T11:58:39.824142Z digest=sha256:8a67db953641559f79bcaced9c5fedde8169a267080ca458f63ccf3c77a17485

Observation 2a6f416f-86da-4f40-b0ee-175a35954a09 · outbound

This paper cites an unresolved cited work.

Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-14T11:58:39.838934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:58:39.838934Z digest=sha256:e33a06170b6980ccdcec9d6ed2db863ed5f11f48df2aef00f785251c079524f5

Pith citing papers

Observation 9d60a1ba-a982-4825-9936-ee64dccd14d8 · inbound

An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction cites this paper.

An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T05:07:56.650660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T05:07:56.650660Z digest=sha256:ff92c283855b429a3982710f82fd53fca38dcbae07b3b4a9ad77a82d99a21496

Observation 3d97bd7f-daf8-4e7e-8dd3-0d97340ee51e · inbound

From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set cites this paper.

From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T14:27:57.352788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T14:27:57.352788Z digest=sha256:0a262831a4f133a622eec1064bae4d91593e05cbc67048100d3e2de7dfcf6a35

Observation 7fee0b59-ef37-4b88-97fb-c69429fc8d58 · inbound

From Pre-trained Models to Large Language Models: A Comprehensive Survey of AI-Driven Psychological Computing cites this paper.

From Pre-trained Models to Large Language Models: A Comprehensive Survey of AI-Driven Psychological Computing Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T12:40:00.374963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-15T12:36:05.547383Z digest=sha256:f151f6822dba2d12828db0b0fdbab8d02c8c22f163a8103ec14a994d514984f1