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Paper Citation Record · LEDGER

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection

As of 7 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2506.06347.

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

pith.paper-citation-record.v1
2506.06347 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:56:58.530862Z

measured 65 of 65 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 2026-08-05T23:09:13.634678Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T23:09:13.798082Z

Reference resolution

64 of 64 outbound references displayed

  • verified exact11
  • verified fuzzy10
  • unresolved36
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0b348b77-5504-4664-ae07-2975aa1f874e · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:01.131479Z

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.

source=pdf_text observed=2026-08-07T11:56:52.442507Z digest=sha256:bcf6a73b61c2e1c6feca3b9990335ac4bf194b69e96658baf124bd949e35fc56

Observation 0ba2e68b-baee-4cf2-847e-e17ff50f89e6 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:01.116989Z

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.

source=pdf_text observed=2026-08-07T11:56:52.507112Z digest=sha256:67a4aed29298c6bfb1b27dd4c4b06f654972f01fbef1f71e56749bbd01779247

Observation 9ced7328-d2e6-4aa1-9128-f1ef6b564173 · outbound

This paper cites LLM-jp: A Cross-organizational Project for the Research and Development of Fully Open Japanese LLMs.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection LLM-jp: A Cross-organizational Project for the Research and Development of Fully Open Japanese LLMs

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:52.600819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:52.600819Z digest=sha256:c79f33691567e1261e896dbc1e0f13e4653e954d7499a121ed809b98d9f65292

Observation 655e0d78-0f24-483c-8fed-9a9b2a1f680f · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 4

Resolution
verified exact
doi, observed 2026-08-07T11:56:59.824222Z

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.

source=pdf_text observed=2026-08-07T11:56:52.714213Z digest=sha256:e42ad598a8d5f6635e135610cde62513367c96b80dcd2c888e7aacafb2e77d22

Observation 37c69af5-7d42-452d-83ac-99119c21a23e · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:01.103333Z

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.

source=pdf_text observed=2026-08-07T11:56:52.809930Z digest=sha256:11563a08e3ae0f03aa44e49cc794922054b9d0afd974684417961d30c7c70a3f

Observation 3ff72732-8ee4-4c2b-8a88-7651ed873d33 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 6

Resolution
verified exact
doi, observed 2026-08-07T11:56:59.810051Z

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.

source=pdf_text observed=2026-08-07T11:56:52.895858Z digest=sha256:4fd0b6428d230382205f859df3a7e145420248f551d5c4d31ab31d210fe9e6db

Observation c11effd0-8de1-4d62-87f5-65736f9160be · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection On the Opportunities and Risks of Foundation Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:52.999780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:52.999780Z digest=sha256:e0a22a731f462dd3e478cf27e594e99ff69b4d2600eb760e73656366582ee5f3

Observation f2e2c266-c711-4472-99e1-d64073fcf2a9 · outbound

This paper cites Language Models are Few-Shot Learners.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Language Models are Few-Shot Learners

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:53.100558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:53.100558Z digest=sha256:6eb6e4bca7130f84146e9f7a1711fc720258345d73ff2c52d76e71a20ee21614

Observation ceb6edeb-2bd7-4c3d-a1da-a9d1149c93d5 · outbound

This paper cites Multi3Hate: Multimodal, Multilingual, and Multicultural Hate Speech Detection with Vision-Language Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Multi3Hate: Multimodal, Multilingual, and Multicultural Hate Speech Detection with Vision-Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:53.204265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:53.204265Z digest=sha256:192805ab87a2bd7027274ab5cbb948d804fbaffe629966d8c22ac7c46380a9c8

Observation ea6e0ea8-e352-4846-bbb6-ea84ccc9fc37 · outbound

This paper cites Mazurek, Katie Shilton, and Hal Daumé Iii.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Mazurek, Katie Shilton, and Hal Daumé Iii

Reference 10

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:56:53.300799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:53.300799Z digest=sha256:6c27bcd5b8f8d4c4a2b30ee43324818909147d7d78a90c71d0af6ca6f4b37be0

Observation 947222ad-a544-48ba-ac39-8dd831b845da · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 11

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:56:53.405846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:53.405846Z digest=sha256:6d7d734eb803f2eaa0bfd5e63138bd385aa5e69448cd88489d8e2fbff1508189

Observation 8970ba33-7708-45fe-b639-c4a65a25543c · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 12

Resolution
verified exact
raw_fallback, observed 2026-08-07T11:57:00.677673Z

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.

source=pdf_text observed=2026-08-07T11:56:53.511926Z digest=sha256:586934f7f18a64660ffb9d47fae1ed8f68180d2009bd31655a47bb7679eaa21b

Observation bd8e26e8-394b-4e3f-b0c2-1ebe2260426b · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:01.088998Z

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.

source=pdf_text observed=2026-08-07T11:56:53.604093Z digest=sha256:f4ccac44cb3c870cdc060d024c170da0191667cc5db6eaa98a01cd54607c2e8f

Observation e34b774f-e28c-40c3-8a41-c6c4040862ad · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 14

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T11:57:00.526954Z

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.

source=pdf_text observed=2026-08-07T11:56:53.708703Z digest=sha256:f32dbf1afd70f9ba29dcb4dd675a103f828a971999663ff9be3f3512101b9509

Observation e5b41723-6070-4cb5-aa38-b8f67f935f3e · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:53.813562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:53.813562Z digest=sha256:1a3ef8eae59376ce5934644b90a5e241f5679d0b88ac7097e2bf5e08555a6f7a

Observation 00ecd1c0-a3c6-4ffc-a31d-dde4e85b26b4 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-07T11:56:59.775492Z

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.

source=pdf_text observed=2026-08-07T11:56:53.923474Z digest=sha256:6b2b0ca08726fd1842174e4ec1f8292f752f436b54c1642ee1b304eec2e77b93

Observation d347fdc1-521f-4491-98eb-ca28a1558c15 · outbound

This paper cites A Brief Review of Domain Adaptation.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection A Brief Review of Domain Adaptation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.041894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.041894Z digest=sha256:d82b5e93fdd9c83de8cd9df40d2299127c671d7b46be35c59f7aa03e85464707

Observation e312ff2b-0ba8-4098-a54d-bf60ab586db3 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.150203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.150203Z digest=sha256:1b39bfb79bcafdb62861b28d2347e570f7ed390368c8f10a9925af71bf396a10

Observation 2fb8c5b0-a5e3-4231-a860-473f3ef950cf · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 19

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:56:54.260775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.260775Z digest=sha256:7c68665c0043ee906dd4cf4303a42c9b4a497fe6c1861eacd39c56d1662c8577

Observation bd3b0c03-ce0f-4d55-961e-66b30bcbab77 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 20

Resolution
verified exact
doi, observed 2026-08-07T11:57:01.074873Z

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.

source=pdf_text observed=2026-08-07T11:56:54.360974Z digest=sha256:c4584243fcaa361fc276ff3fca642e55a35365dadcdba87d343bb13c9dfbdcc4

Observation c80bb683-ddff-4b89-86f7-ecb68cad2680 · outbound

This paper cites Toxicity Detection for Indic Multilingual Social Media Content.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Toxicity Detection for Indic Multilingual Social Media Content

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:57:00.429510Z

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.

source=pdf_text observed=2026-08-07T11:56:54.457667Z digest=sha256:0aa7eccbab383ca110cd5dbe4ba393b4de7ed9ecbbb9c3eae554dff4d06489f4

Observation 6dcbfe65-2a6a-4acf-bb45-83e5fa122fbc · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.588175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.588175Z digest=sha256:59eb94c240c521b643df65d196bbb3644c5f5b666df70f546017897dc2227cbc

Observation 605cd2c6-0c18-4743-bff7-990ee25743d8 · outbound

This paper cites Scaling Laws for Neural Language Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Scaling Laws for Neural Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.670583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.670583Z digest=sha256:2f96291ae054269b372d4940afe11300cc5e612d8a00c5fa01f66f3472c1beec

Observation b9a3c3a5-0181-4339-9bda-bf3de0340be8 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.781489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.781489Z digest=sha256:95f19141a176fa6e664c28913e3031215f0d63de8c361a2236f3ee1eb1f0a7b1

Observation ebbdf685-dbc2-4932-8cb4-137e42961dc5 · outbound

This paper cites Can LLMs Recognize Toxicity? A Structured Investigation Framework and Toxicity Metric.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Can LLMs Recognize Toxicity? A Structured Investigation Framework and Toxicity Metric

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.976936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.976936Z digest=sha256:c7372bf06c67041cf9fd2fdcef7113af4d66e2e34266dabfe0b27aedc183c709

Observation 9155bc74-bff6-4fd4-9820-0275d40cba05 · outbound

This paper cites Tran, Yi Tay, Jeffrey Sorensen, Jai Gupta, Donald Metzler, and Lucy Vasserman.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Tran, Yi Tay, Jeffrey Sorensen, Jai Gupta, Donald Metzler, and Lucy Vasserman

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.062405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.062405Z digest=sha256:ebe540c1ace33ed7c0b9ca0a3add1344ffa1d17998ef172f9ed0db89f2770b86

Observation 80c25e84-e5dd-4846-83ff-cc82379a2e03 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 27

Resolution
verified exact
doi, observed 2026-08-07T11:57:01.050434Z

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.

source=pdf_text observed=2026-08-07T11:56:55.154423Z digest=sha256:db13d74e693a80149a25be0d3307f90ca87967d5f36906ee555b41035077ef91

Observation 108128c2-6557-4e27-a2fb-523879d37b8b · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.240796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.240796Z digest=sha256:1f83a45a00c693ec7747d90f4bf34c3b527adb0292e3f84399f184746b64be00

Observation f1536c62-72d6-48fb-ac99-83e74e12121a · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.326079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.326079Z digest=sha256:49427ab664fe542d483a529e5b1f457efab15ea68e883b7d0ca34cf5d8cfd302

Observation f463d75f-f65e-46bb-a8a4-c4d150746bc3 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.412098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.412098Z digest=sha256:91d1a4877526793ed950897ad9cb9bb35b599f02e787b895503df0d8c7b4d6a8

Observation 1f4b0b7a-1038-4cc2-80cb-b74c72ca2fea · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-07T11:56:59.728841Z

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.

source=pdf_text observed=2026-08-07T11:56:55.491944Z digest=sha256:7f7582fbf2b9c00fd3908149ccb0e3b43b70c2f79fdf41984d91564d96d8f4b8

Observation 03a917ee-2213-464d-a656-094e0dee610a · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.580314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.580314Z digest=sha256:b47a1703eaf0ba15d28c16c5a5a6cfcdf970f17925be6dcf1a5c97ab8be5ceda

Observation 8ffbfc12-c2e2-42fa-a4fb-0ba9a31d6dc8 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 33

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T11:57:00.102211Z

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.

source=pdf_text observed=2026-08-07T11:56:55.675718Z digest=sha256:cab7bf2d80631b16ba6a0732a2051dc721d804fa33d2b45b839e4e154e6f2712

Observation 3bbb4b58-2af4-4609-b920-9b8f91833d41 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.762701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.762701Z digest=sha256:268c29221fcdfe80be66ed7b9f7d572f3079c59d21cd17542ead70e746dcf4a4

Observation 594b0af1-45d9-4bcd-acf6-fc46863e7ef2 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:01.036114Z

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.

source=pdf_text observed=2026-08-07T11:56:55.856865Z digest=sha256:aea69b4db78aebc14bd3acf4f45cf7a15e521f6659659bb3c527dd9ef1fd075b

Observation bcb6ca66-f739-495c-a38f-634e4122e60f · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:55.952547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:55.952547Z digest=sha256:6eac8f5d6d24a6f00e3d8f5c22282bfc4dcf1ae64b5c9dbd6b93bf2885d45b02

Observation ecd3fbbb-5fa5-4763-9c67-382d77618af9 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 37

Resolution
verified exact
doi, observed 2026-08-07T11:56:59.679853Z

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.

source=pdf_text observed=2026-08-07T11:56:56.120610Z digest=sha256:b39795712bc1aa68fd2f9689b947e22aa0d99e67e1c36d6164a7cf9b7a328548

Observation 2ccf5be9-ccfe-4201-8166-ab4e2f82b408 · outbound

This paper cites InProceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection InProceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:56.031421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.031421Z digest=sha256:eddbe9820c96b0709c8b29bc1a5dd92def6d0376dac038351520f4c55f3ce032

Observation 623f2e0d-3590-461f-9e6f-8e8b6e32fb9f · outbound

This paper cites Bordini, and Renata Vieira.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Bordini, and Renata Vieira

Reference 39

Resolution
verified exact
doi, observed 2026-08-07T11:56:59.431984Z

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.

source=pdf_text observed=2026-08-07T11:56:56.309431Z digest=sha256:61c7bd2cdc925370e739cc794b5213f0a5dd5293f5d85a40d7a33cfe827b1f4b

Observation d45cf0fb-0c4e-44ed-9cbd-97886f025129 · outbound

This paper cites Curriculum Learning: A Survey.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Curriculum Learning: A Survey

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:56.219866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.219866Z digest=sha256:b678c02ab3ed070eb1ce1c78fd810cd818d38be65d7e1ffdeeae101e89970a2f

Observation 26591b9e-c1c7-427a-9de1-cda62c8fb215 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:56.493672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.493672Z digest=sha256:f61c9668278a73fcdf8ebba8294c93da812bbd36b4e998b847ab9a14a2f952b7

Observation 0be1df7c-d4af-466f-8675-ef926f049caa · outbound

This paper cites Challenges for Toxic Comment Classification: An In-Depth Error Analysis.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Challenges for Toxic Comment Classification: An In-Depth Error Analysis

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:56:59.045543Z

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.

source=pdf_text observed=2026-08-07T11:56:56.408630Z digest=sha256:2f825ad4004a318c101b2e6ce13ed279b352538250fd6aca889ff9fc15228eba

Observation 628643a3-a3b7-46a9-a0b0-1351d47d8dcc · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 43

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:56:56.688026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.688026Z digest=sha256:89c65e817c88c4a500103cefbcc9aac95acc47b79f58a422d33b603bab76bd20

Observation 68fe0c34-cd42-41c6-84db-76c7ae39a090 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:56.614523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.614523Z digest=sha256:cb0f4f2cc297a35e6e36f13ba7308063973f376b0ea1ce0e070660a3623b2e8f

Observation e95c6c33-02fc-47e6-bd84-e6cbd0042b42 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:01.010324Z

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.

source=pdf_text observed=2026-08-07T11:56:56.855345Z digest=sha256:a1d36f4e3b14398e562bcd6c80d4464fb92903a52be2c6f28d5e474d77ae4f63

Observation 7473eca2-bb6c-4316-9374-80781e917291 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:56.776822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.776822Z digest=sha256:e337f08d09cd86e3e65ac65bee9c2c0139125a21766012403420d0ef1d715cf2

Observation 727d9dc6-a4cb-47cc-9c1c-766b73bb6cd1 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:57.017710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:57.017710Z digest=sha256:b75889df321c4ddfd168b8bf3862e53b33c03dbe9cfed517da07659d4f3f92bb

Observation f12514a1-12f1-44da-b395-7a5e466bec82 · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:56.942342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:56.942342Z digest=sha256:8d4e5be050dc64a1eba3f89563184dbd41786d82f0903b754f960a1232ebceb5

Observation dfff2cb4-06f0-49f3-8a87-52a6c5dd034d · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 49

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T11:56:58.765693Z

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.

source=pdf_text observed=2026-08-07T11:56:57.220328Z digest=sha256:7faf443b087194054f6d8ccf2dd676c607e6a7ba80cdcf91e8822b4f98055972

Observation 6db2428b-6f73-4061-8671-3b2a20d8b681 · outbound

This paper cites Open, Closed, or Small Language Models for Text Classification?.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Open, Closed, or Small Language Models for Text Classification?

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:57.095903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:57.095903Z digest=sha256:25c819b59a030afed4dd2f9f10a4a1cae67eb2146bc6c2245ec07de73e30ac90

Observation ff457394-c787-472d-9509-ba4d43638196 · outbound

This paper cites Meta Prompting for AI Systems.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Meta Prompting for AI Systems

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:57.409692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:57.409692Z digest=sha256:4baecc6c3b982a49eb5ce0592f767ff69e2644f9706fffa4f0b16d4a23b2e7fd

Observation e45e5365-6b6b-40ba-be34-f7db1c3991d6 · outbound

This paper cites Efficient Toxic Content Detection by Bootstrapping and Distilling Large Language Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Efficient Toxic Content Detection by Bootstrapping and Distilling Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:57.317708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:57.317708Z digest=sha256:469b9eccb68a73ff390a791d2c2e4e71e2f908ccb8f6e78b9cd60042fa635ce5

Observation 436cbffc-f627-40fd-be55-110fa3b7b629 · outbound

This paper cites Miller, and Cornelia Caragea.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Miller, and Cornelia Caragea

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.996450Z

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.

source=pdf_text observed=2026-08-07T11:56:57.504804Z digest=sha256:34756a7c68918256fa989bcaab7fac5a2e2b67a766b0bb6809cea872dd86d8f3

Observation 32d0bfe3-cd10-4886-8c18-9a5d2eebcd74 · outbound

This paper cites Threats ( Life Threatening ).

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Threats ( Life Threatening )

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.981882Z

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.

source=pdf_text observed=2026-08-07T11:56:57.595560Z digest=sha256:cee4a2119ff39a1dbb5d1836831ef9e9ceab6824a15416af93f1e31d0dc38079

Observation 42fe3238-f07f-454b-b540-cf166da2b661 · outbound

This paper cites Minor Endangerment.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Minor Endangerment

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.967732Z

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.

source=pdf_text observed=2026-08-07T11:56:57.604025Z digest=sha256:0180090c91bba84c0cd867f82951e0ccc55d809a76a8fe424a73e68c6a3a7ed6

Observation d3e2b233-657e-4383-8a77-719ae67560c1 · outbound

This paper cites Threats ( Non - Life Threatening ).

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Threats ( Non - Life Threatening )

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.954257Z

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.

source=pdf_text observed=2026-08-07T11:56:57.723079Z digest=sha256:097f4f4d317a9dcb9730b94810085ba5ab30b89645e837049faa813711a97bce

Observation 62323f12-cc70-400b-a394-3138bb9fa54b · outbound

This paper cites an unresolved cited work.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:57:00.940999Z

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.

source=pdf_text observed=2026-08-07T11:56:57.881576Z digest=sha256:cc20b073eb0ea92fdb30f637d0216ae7df9930e1519478af08c236d1422187a2

Observation a3442238-f472-455b-940b-db963092fe7d · outbound

This paper cites Sexual Content / Harassment.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Sexual Content / Harassment

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.926748Z

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.

source=pdf_text observed=2026-08-07T11:56:58.024238Z digest=sha256:73a98e87f892419c1d0397388d215b33d25b0a71f9a072b52043dcaef4c1adcc

Observation 9454beed-1b25-4378-ae39-9bef48048f3c · outbound

This paper cites Extremism.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Extremism

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.911129Z

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.

source=pdf_text observed=2026-08-07T11:56:58.134866Z digest=sha256:aa14d4e82626da71b42a759977dc4bbc12e5ee9165c7e14dac0a73bf34c44cbe

Observation f653be70-3903-4eb7-81c3-58ba72a543ff · outbound

This paper cites Insults.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Insults

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.897831Z

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.

source=pdf_text observed=2026-08-07T11:56:58.267561Z digest=sha256:96d51abe0163a8a584cd36c000408631ec54e14f6a7ea3b64c90e7d63b156c94

Observation a76765f6-8d70-4bcb-800e-8fc61c1bf2fa · outbound

This paper cites Controversial / Potentially Toxic Topic.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Controversial / Potentially Toxic Topic

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.884528Z

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.

source=pdf_text observed=2026-08-07T11:56:58.372107Z digest=sha256:4a8473260e9caa0c8fb48dd5d0349fd948296d479caed37f3e556a1a5c681744

Observation 7a16f1ce-503c-4a27-8c61-cedd1b88f505 · outbound

This paper cites o verall_c ategory.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection o verall_c ategory

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.869793Z

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.

source=pdf_text observed=2026-08-07T11:56:58.428456Z digest=sha256:5fe2784b48a8a1f436dcdb61cb6e76cf851839ab52516f566f4b4e29ca46dcdd

Observation b96eaa77-c689-4aef-ba27-a841bc254034 · outbound

This paper cites o verall_c ategory.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection o verall_c ategory

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:57:00.856133Z

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.

source=pdf_text observed=2026-08-07T11:56:58.530862Z digest=sha256:a4f84f9fcbdd142065555e82b8dc14cbf44589c7632e907bb2275154ea0f2499

Observation 5474a7be-41a2-4b96-b427-2c51bf97229d · outbound

This paper cites Continual Pre-training of Language Models.

Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection Continual Pre-training of Language Models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T11:56:54.880750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:56:54.880750Z digest=sha256:a4cbc2037661e9d57edc4ec50e06cd9fda9cbfe120d81163a68483e3cd038565

Pith citing papers

Observation 62c0873b-4ac5-42fb-b020-e6e80378426e · inbound

Prosocial Behavior Detection in Player Game Chat: From Aligning Human-AI Definitions to Efficient Annotation at Scale cites this paper.

Prosocial Behavior Detection in Player Game Chat: From Aligning Human-AI Definitions to Efficient Annotation at Scale Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:09:13.856897Z

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.

source=pdf_text observed=2026-08-05T23:09:13.634678Z digest=sha256:d6d3dba10d841abc7592d30805f67260708f88048fb06cbdf4b77135938cf007