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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 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:52.442507Z digest=sha256:a0f8cd8c437340ed6a4c52fdce3aed636481d1e3afd217c9ec41660a53062f1e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:52.507112Z digest=sha256:67400dfab3e9a1e100dcee97085ca62f2ec94f609d5e186a48b221ddd6a2e927

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:b66b22befc5f04b85d16865262eb486163d54e61f39de0136bf4429d64ab8896

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:52.714213Z digest=sha256:c01e271486234435678c8cd88d6310de700271f71db5a6fa142acd5045709e68

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:52.809930Z digest=sha256:b4f16b77fe9bdbf7f0b796435b6412718371b6c148823d0ee04e5021628dfa3c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:52.895858Z digest=sha256:5a31f213402c0482a2e85c60a12a0cdd1746916c6401edcfdde14e8f811ec283

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=sha256:11e4af543efddc244f683a81503a6dcc1544966c637478aaeaa7fd754a95bc24

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:b3d564795a6105b9022f379e426b3a0f494d58ee0e54873cc9b5cbe27b6e899c

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=sha256:72f99bdce48d425fdff322d0f8499f83c3a0f547626faea77a5a5712db7d12a5

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:d5768556c42f4b825b67b02562422d23fe1eb90c3625bdb36103b4d77807962f

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:a1eec4028f40df516580d7c9e532e571bcd5bfcd454728241c4a68dd2f9eeb5b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:53.511926Z digest=sha256:b814413004454a3d416b5d05c9362ed13c1b012fb1535d124a5330b9d6d92579

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:53.604093Z digest=sha256:873c370445f062854d5e9e12c412537761a6166c42270e711a8362a60e69b21f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:53.708703Z digest=sha256:828c5ca47fb64297cb4f600e0717ddbeed59e46f6081941a9db81c0b2bbf2419

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=sha256:8ce7d289e02570fed253f274905473e493dfd85a33d6d1a589c5a9424eb5cc36

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:53.923474Z digest=sha256:4d1e72a34c6b5bbe95be299fece0130063d2ba5ee89685c52cd9f7d35b4ecca4

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:c5e9ff7d39331e8065809c67c1624008bd73dbdfb1fe326effd46d3df453bc39

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:d7f45671496ce04b9ab81485ae22bfef0b1a33e74c21f31aa8e69ff93b34bd84

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=sha256:137ad6a4a3de5490d293b233f00c2e4a4a5799c7f601411805774399e1a2e04e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:54.360974Z digest=sha256:e5847cb45c02cb7b275c0e3fd5da07f0dfdc6dd58b99ae14db57ab46c4acdd2f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:54.457667Z digest=sha256:b65bb53d7a364a6036e00cd8867e70dd2bfe5c987fe48bc4ab62d5d1ae0563e1

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=sha256:8cc94ede915ecf864c56af0fcda7993c09c1ac6b16b5233d06cc5b5a4057fbce

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=sha256:1d6118aee06f41a0a169155e0577da7d30c0ff91a9add090dcc2e6cae3a1a718

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=sha256:495e861e9e9fc597a86eb9cf60ef0560e2bbcb162757976178d050aa089bc33d

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=sha256:0f4a7cc6fe9c1be37ca018b8accbcb1bc3f33d71fbc99fdd60879268d2e2fcad

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:f772f2c674938009ec508bf2fc9d1b6059e02dfbd678ffe41b0028408a3ee8f7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:55.154423Z digest=sha256:3d4880a40774c9a35a19b06737d0410ab84f2012aacfe9af6026ff1871244549

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:a54a6307aae7c945369a4e7219b40d9480b9914a54bc971b3ce0077146deeb93

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=sha256:1b111ca217fc0621e60578e6ce469251443c3e9605170acb7550df1954f3beee

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=sha256:5f34f4c6c9b8f7adc3cf768540f28a4424a96306f46c72cb8c11317780d6ef1b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:55.491944Z digest=sha256:814c5a78df9e2f3757103fd3f5063525213b30da1bef79cd1df07fc23724eae0

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=sha256:5425bafd88e772871617cf7b9aa050a7b6c58b4a599f2ab02d3011ea344fa8a8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:55.675718Z digest=sha256:f768ea3eb6ddccd59c25d1ec766b1e75dad3108bc2e013eb4605c02926131c0a

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:ad5ac83497512ee9556db4ab3b84b13e293811f8c349211feb34bff651f4aacc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:55.856865Z digest=sha256:31f9b8d2f917edb1f3fe5bff04db2d0e4db2fd2a1fe69b4a2659c31c56b2500f

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:a0782b1ffedea6f82cc9ed2b157da8460b9760f972033c9ba12dc78a22b7849e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:56.120610Z digest=sha256:9b4ff78192c588ae351a3c6d3ad8bf8b16bcbdf1c3c6124e6d7265b02bb2da3b

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:faeb43b3b0ba254c1107da714c0aa9bcc0e90df7be7eb0e65cd06d8ca07f7603

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:56.309431Z digest=sha256:f19f7dcea88783548a6e7cd9cfebbbec60dc6dcf05a2b8164a9db1a810468f04

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:ec2427da5485f0c30d19dbef566fdc3a8c875c4ce55e8c239335e771e50c20b0

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:b9e7b047f229b577e3fee1bafa4ccee484194d04675f74dd17e8fe8d3176f4b3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:56.408630Z digest=sha256:56c8d5f4063808a360fbbbb9a2674839a19412fcf87fc6a82afc199860802334

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=sha256:2da7dc7a306149a020a5214d515bb7663bc0ce85f97747017ac79b4d2b6c5925

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
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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=sha256:5e31e7140eeb5771e35f01f94cdd2450940f4c5e24422861effb3dde38a239ed

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:56.855345Z digest=sha256:cda1054a458f3e5d742ceb7d2fb641f377a32a0f055317493acaa2bd31cc7cef

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=sha256:0624424eb6caf091f22c26700b91bf78a4efd0dff881b898b8ec527e18fbfb16

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=sha256:3924019cf131afa279b8c314b82b22861df72dce54b049ca7e1d53e26aa56512

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=sha256:01b4d86ea76742b5668f08d88c317310de516bb39b62cc0535ae83b6e06907ee

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:57.220328Z digest=sha256:219449520b1aa975b22967cd784240dc1ee78f90b2547edf32d7be34132be2c7

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:b6e7694638caac1735a73e41d5a204f93b3dbce3c4e28ef3d02b443e5cd889aa

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:a129f3909fa5c5804026e2908127cdeb0eaa0f71be5cfeee696b1b32d3f1045b

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:a1748e96c454391784f6dc3e54c6388f7cb3f8a446d0eb34533fb3eafe55ea3a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:57.504804Z digest=sha256:1dcd84cf4ec1d9aca7a434ef4247107a78e2961ad14baead8631e33bca8858dd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:57.595560Z digest=sha256:c452101617be6fd046e340babb697288a493b8757b521aa915ad4771c442b753

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:57.604025Z digest=sha256:f4407f783c95df52dd857613a55730c0448c3a3c8b143e5da91af3518cb04d45

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:57.723079Z digest=sha256:e888411f42a5fd2cec049cb4f93cde5a9d89ed6b7ba9f451f3b9cb293fb0016e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:57.881576Z digest=sha256:5829152359e9802f84f6f957e65c39e85813e392f3a566e87895e087d285ef54

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:58.024238Z digest=sha256:7b0106e6d50e74f512d80b16ba980d02f7dd86e41a5689b4dba6c77534771385

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:58.134866Z digest=sha256:b20c259c4d7bc1de2bde88283dada6d7393648b30757215ebf496b3526f9569e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:58.267561Z digest=sha256:1659749d305e6f040d530d6a291fe53acb0daca3887f0733630d8467659e9338

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:58.372107Z digest=sha256:dab9c1d41ed99964686eb75f877f306d776ed40726d505c66dfab2af8401c2b2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:58.428456Z digest=sha256:2439e1bddb0dc7a387a56e5517eb4416dc65174d14d2ba869c9dd2e67b0c76f5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:56:58.530862Z digest=sha256:773ea85544605da3e0f24216628247d35b949a578d0a64a11882c4241eb9cf50

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=sha256:4f58e78c5ad6082e2df43c4326af904749c1d9a885a4ba9e95ddcaabc1ee1181

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T23:09:13.634678Z digest=sha256:e098875ee199efb8f5f641ba9e2e507567652765370c1468cc97a647b00676f3