Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-11T01:18:35.684352Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2605.06903.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-11T01:18:35.684352Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-30T11:04:02.181424Z
A source-named dated measurement, never combined with another source.
Source: cited_works
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 044dd01a-6b32-4cdf-87fb-b2cd5f7e999b · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text arXiv preprint arXiv:2602.13042 , year=
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c4e8d8d8-c67c-46fb-be1b-cea36b143d3d · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Qwen 3.6 Plus
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4d9095e7-7138-4c91-92cd-a5168282bf38 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Claude Haiku 4.5
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 57cb8868-b464-418a-b410-2baa4d7485bd · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Fast-DetectGPT: Efficient zero-shot detection of machine-generated text via conditional probability curvature
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d3b6b9e-ed3f-4400-8d88-f972a97d0448 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Diversity boosts AI-generated text detection
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2fa3cb9b-bb87-4b62-9cb9-1171dd9868e9 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Learning to rank using gradient descent
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9cce0565-72c5-439d-8358-fcfd165057d3 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text RepreGuard: Detecting LLM-generated text by revealing hidden representation patterns.Transactions of the Association for Computational Linguistics, 13:1812–1831
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c7f419ec-76ea-4e08-a243-e6b6158cedb1 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Machine-generated text detection prevents language model collapse
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a2b3ae23-acec-4642-a7b7-3ca61cdf5f1d · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text RAID: A shared benchmark for robust evaluation of machine-generated text detectors
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 73e219a1-d31e-43f0-874d-e17cbcb75717 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text GLTR: Statistical detection and visualization of generated text
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 29eb9702-b103-4dcd-8d49-df0e48e5a2e8 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Gemini 3 Flash
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 29c4a5f2-c5d8-4192-bdae-6af6a8b5185d · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6a425a8b-03f4-45ef-a8bd-d20a337282ae · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text DeTeCtive: detecting AI-generated text via multi-level contrastive learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d74aee32-a573-47e1-b1f6-27dcf7fa925d · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Spotting LLMs with binoculars: zero-shot detection of machine-generated text
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a6a24425-dfaa-4db4-ab77-82a97e715bad · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text In Defense of the Triplet Loss for Person Re-Identification
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6ddbe502-cf84-4dd0-8167-ee81ec1966cf · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Distilling the Knowledge in a Neural Network
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bf65c8c0-1941-4359-b84f-160000323670 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text RADAR: robust AI-text detection via adversarial learning
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c613f24e-2e8e-413f-9d75-77dc0773b3d0 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Averaging Weights Leads to Wider Optima and Better Generalization
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3054f8e3-8e9d-4962-b309-06845d0213ed · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Multi-task learning using uncertainty to weigh losses for scene geometry and semantics
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 06add45c-f432-4bff-ae09-b4d0fe12a2a5 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Paraphras- ing evades detectors of AI-generated text, but retrieval is an effective defense.Advances in neural information processing systems, 36:27469–27500
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c05f7437-2ace-4288-9fa8-07eb6f59aa98 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text MAGE: Machine-generated text detection in the wild
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 27da8c53-c8e8-4013-a982-a8ace1052124 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text GPT detectors are biased against non-native english writers.Patterns, 4(7)
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fb5781c6-637d-4cd0-8c53-33dbca8f5b56 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Uncertainty regularized multi-task learning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5289a095-d3af-4651-8b11-edb24961e453 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text DetectGPT: zero-shot machine-generated text detection using probability curvature
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cb4ce2f1-4fc2-4d1c-8977-7b8c5a7cbd7c · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text GPT-5.4 Mini
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dc42a387-2681-4055-9af4-585a1e8769f8 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text The FineWeb datasets: Decanting the web for the finest text data at scale.Advances in Neural Information Processing Systems, 37:30811–30849
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 80347850-5594-4b9e-9eb8-b60c6df84fb0 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Breaking the Generator Barrier: Disentangled Representation for Generalizable AI-Text Detection
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6245a587-004d-4141-aff2-1bf6166ef4e8 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text business
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1ebec691-c580-41e8-8b4b-3083912655a8 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Facenet: A unified embedding for face recognition and clustering
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1ac75f9e-f167-4245-97c1-95f4d3035c61 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Release Strategies and the Social Impacts of Language Models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0e3d165f-4b88-4401-9afa-a5368521639a · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Grammarly AI writing detector
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0bb39ef8-2282-4933-bd8b-d4628abbdd54 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text FAID: Fine-grained AI-generated text detection using multi-task auxiliary and multi-level contrastive learning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 80eb9801-3711-4a08-bdd1-29b7f9158cd2 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3753b50c-14d9-4927-a868-826825a66386 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Modeling the attack: detecting AI-generated text by quantifying adversarial perturbations
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0a9f9a90-b62f-4c21-b4e5-f3b14100b987 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text TURINGBENCH: A benchmark environment for turing test in the age of neural text generation
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8a9e7ded-14d2-4a19-b2e5-c200136bfaa3 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Ghostbuster: Detecting text ghost- written by large language models
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4ca32c64-c1d6-47ca-9349-378f8707be8a · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text M4GT- Bench: Evaluation benchmark for black-box machine-generated text detection
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 747f0e04-d0d0-4814-bacb-f35d1ba11a19 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Smarter, better, faster, longer: A modern bidirectional encoder for fast, memory efficient, and long context finetuning and inference
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9d30a379-7041-4a11-90f0-486712528924 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Seq vs seq: An open suite of paired encoders and decoders.The Fourteenth International Conference on Learning Representations
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ccb14f18-bd70-418f-a753-9fc7d1ecb9e1 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Advancing machine-generated text detection from an easy to hard supervision perspective
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 67118a27-3e7b-4400-8968-b685ec780f3e · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text DetectRL: Benchmarking LLM-generated text detection in real-world scenarios.Advances in Neural Information Processing Systems, 37:100369–100401
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5d231e49-85d7-4199-8321-0d54f2020888 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text LLMDet: A third party large language models generated text detection tool
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 74b03e12-b021-4f66-a970-e53fd48347c4 · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text Human texts are outliers: Detecting LLM-generated texts via out-of-distribution detection
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 911c8078-6888-4978-bfc2-8adbed7ff84e · outbound
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text I ’d imagine it has something to do with availability
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 43887a0b-e4f4-4aad-964a-b96a4f2d5fa9 · inbound
Pangram 4 Technical Report MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.