Pith. sign in

Paper Citation Record · LEDGER

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

As of 21 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:52.442507Z digest=sha256:0eb40f4c0d1c6dbdcda8fd340d3fd51cebfb452af017316c83f36a45e94062bb

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:52.507112Z digest=sha256:f25f1ec4525ebfda1312849b39e82877f5a4e8e2b7e65db1fc005c7f476ca68b

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:d47e4ea54ae4858e030cd678ef2a12cc98517a229657fb6d1b4d2b2c8f5a1121

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:52.714213Z digest=sha256:539385293777bbda74e152e030cf1ab2c171edb4c79dc0d7c4f6ef481219d331

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:52.809930Z digest=sha256:4a75a9b8b342d1a4d8e7b1fb1338a29877eb53f428e5abb566535ba63b99c977

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:52.895858Z digest=sha256:31f9bc69349ed041ef562b2d21d5a8d6aff08ab4bad6da48cd0648943d1a40d8

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:bc8e3760244cf1ac9b0c935a1ca743e42b36354b2ffbbed283c8ce9cccc61277

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:ab697457217df63b2302906854cc4621a7fa204977e169f872d91036115a3c63

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:b7e614da3d7fca4de25e040ca89b67e0970adad247c28e3d6776ff6e445f6392

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:f308ae625478bf7507b65c500d7fa9e0c0b134489ad54f2186be0cf239988ab1

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=sha256:3128aeb74235461bb59bd740decf75b3d391ece069bc0bcb294b9a0a455fedef

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:53.511926Z digest=sha256:3e1e245250d62c1a4bac87964a236518c95bc332986de90fb109124babaa481e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:53.604093Z digest=sha256:e803bcef2ef11383a6a82056581414deaa34ca40da05748d1e1d5fb484e07244

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:53.708703Z digest=sha256:4b9f7ea61ff80c9f367e72cd9bf8d11d122899df137eb806a218333e81241931

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:dcb10fa47a1456b8e50a9961cce7eb5a490e76ac522fcc879f9a24587518c2a3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:53.923474Z digest=sha256:02939567f487bdb8068238d9bc6e13e27cbef90b155292bf0dd000d3cb58e298

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:ce14b720fbe4f67018a608c078fc406d0633a4c64ae56672a1b5a17b30bfbdd2

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=sha256:454391bf3e0ce746226499f5fd3d068b5a66eac13d7ea78cac3ee12a4ab82377

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:fd9a1758385552c299f169a1026c6870bde5aafec3970cb92e41211583b363d3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:54.360974Z digest=sha256:0fe324ea78d2858105728b32b1b0d4aea23d80cd88a6936d4063c748ae07c270

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:54.457667Z digest=sha256:0f9b1233a557b10f548cc6cd4a3af2c3f35f5f6d30fd2c70f62337c5186d9aae

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:c45ef0ae1bbc1f62e112e45a92a5726477209b6a01716204a688417ea56e7174

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=sha256:791e2058c148e13b915428bbec5cb0e802629acb92b5359f6df36f16cc9ad5d3

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:b9c7cf73ab992d8fa5f9fbccebbed6b35a24584cbb20042b1044f157d20a6acc

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:a12ef26f79c98c4fef944fa81daed24e1856bba1113e004443e1ee280b7f006d

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=sha256:0db391313f95f302c6f772d236fc5fb2bf47c06db2400aca67810fedcaf6cb9d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:55.154423Z digest=sha256:e472f3297afca1fc7a51ea8bd25219c6aa2b7fe7be749a5743f4285ddc165689

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:c59b7345243f4ea949b4ca0daec99e12fa09cb528f370ff63f6a1e08ce2d7521

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:d91166c82e7104a661faa6f496ca36a63f04d8f84fa289725bcc335380567c56

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=sha256:98017a3c7651270f79998d96a5ba9c3af042a1aa14df3c3fbcfe8deeb535c8b0

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:55.491944Z digest=sha256:f39b697a717d6c956a26a71bfc992108debda1a49ee1caf14e38a5b6760a2208

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:c2fbf4121d92cb83a05fe4fa8f1986a7f4c79e2b0429adc4ad53302628219891

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:55.675718Z digest=sha256:110fdd93160ed3923e2265a455286265118636d43141af1830e1756040e8d09b

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:bcb1c7a6503ff148898794db20d41b821a319324b5a5888ef3274c586ef81f44

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:55.856865Z digest=sha256:7b14f3ff3677e79ea8de0e22495fd49ec7133ad57d6f45679d19ca2f55eb092c

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=sha256:15f5ba7d24862dd27a1fd716c71103d13496cff787fc6411a553bba29070cedf

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:56.120610Z digest=sha256:8849b57107aeeb39ba5e0bd65d174309ad4ef20a240f6902c9329d5c2213b1a7

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=sha256:55050805ed47fea11c8eeff1f899e1978d8ab10aa36627d8db0105aa0c052978

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:56.309431Z digest=sha256:457c4b86e5043b2cd8b2bad56ee583e36d49b6b06d40ef6c2fa8be81f7e376c7

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=sha256:0dba490c28ec21d5f3d0aad0ad7022562be08abeb6066abe758afc75b033c3d5

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:fab12d425a48651dfdac530dad9df85b72382e513288e7a867f5756671c057fd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:56.408630Z digest=sha256:858f1d40bbe29915e87e4372ebcb596fedfb6ab280264a348e2e82d6e8ec451c

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:bb548bca37a60200bd06ecf50b91729ea4d5050761db54b77a8e09ca650f4ffd

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=sha256:60b5058652fef90a164bff6c06bb6aeef0b09f3a17a21d5cd76707692b88eff5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:56.855345Z digest=sha256:12b4395b9555a5ae5e119cc3aa6f2fe0c91ea577a54d172a07e58de1a0efd833

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=sha256:9cd0cfb500f9c0c6076ada8c4ae23260204e8f375b6ba363816380db470a6fba

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:a982b70cf5cd34d98c908f0dfa70970dabb618a4dd790819db30230fc177bd2f

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:e89c0b12c0df88fa9c02abfabefdefda30efaeed27c04c02190e3ec61b34488a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:57.220328Z digest=sha256:f09c9c2c67d58987cca803c5229ebeb671727ac43163bae6e62c1323daf23c5e

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=sha256:18247616b1c6114870fac6f77077194bb146f62f160a220a17e58c3a2a422e2e

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:edd75d277918fa8c62092ebbb463ae6b3c7a74a262ae9deb85de4c2d9ddb9f6f

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:e2a2a21f2f2cf9fd1533429de7de3edc9a47e31322890ea0bdeed1cf9c6b44c2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:57.504804Z digest=sha256:bd4784469db62341f43c9e6412d48aeb090a5638d239334cd16031738d7bd357

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:57.595560Z digest=sha256:95d692c003b70cfdc62de89eedf8a501724624b5048c77422737cfd65f90bed4

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:57.604025Z digest=sha256:d239b3fb3354e5dafe4cf8c981de5db07751d2bc02edaa8ba1d805a37f19e82a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:57.723079Z digest=sha256:f660c7237269d884685a723b76734978ae612c4e743c389af1038e3610060fac

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:57.881576Z digest=sha256:0a2d926469bda2113da0815f345475d9a5bad41954c4eab28c6fc2e367d90bdd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:58.024238Z digest=sha256:b3da68904e3370d06b491dbc60ae167d7b6d9f80e6237f30c331fd66b539cf4b

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:58.134866Z digest=sha256:91f6d6835b8de06163e7d390f8932395a4342072f57fe0780f214f73dc15040c

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:58.267561Z digest=sha256:5b71a5036ffded45f91169ec64a9dd9dcd9f582febfbe8229e761e14a3b106a1

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:58.372107Z digest=sha256:ddca70359cfd52e94fe1d9ce6c3f89328619711c2f1682e3b8b5778b15627598

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:58.428456Z digest=sha256:75eb088464eb18d2f73944fd749cdf6654974d65c05fe3d643ee8bb0b09361f2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:56:58.530862Z digest=sha256:8d81fb86d480b6930e606b645271ed61689a5cfbb2588182ec492454c5b13daf

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=sha256:85cda6f2d25b903bbe93bec1b50a02bc4d5ed3c4e024935a1ed55ba2456d891a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T23:09:13.634678Z digest=sha256:2fdfd1307026ff74981f7cd47efc335199499a20a580909167a73b53f10e0b5e