Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T16:20:38.459757Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 1 inbound Pith citation observation for arXiv:2502.06244.
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 2026-08-08T16:20:38.459757Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-15T00:56:04.958757Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-15T00:58:25.718587Z
77 of 77 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7eea74f6-9ee1-4216-9e36-571f6d6a40cb · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts SemDeDup: Data-efficient learning at web-scale through semantic deduplication
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb5bc95b-0130-44d0-921e-ae70424bf682 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Layer Normalization
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d16e5144-f9a8-4058-bfa5-f7d3dd021705 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Fair Resource Allocation in Multi-Task Learning
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ab05056-708a-4eb4-b699-1bfbf031ea6a · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Bengio, J
Reference 4
Source-reported events for the cited work
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Observation fed561dd-2124-4d5c-af46-cfe9dd3142c6 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 5
Source-reported events for the cited work
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Observation 2e23761e-4bfd-4014-94fd-3a07a21c1811 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Bradbury, R
Reference 6
Source-reported events for the cited work
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Observation aa8495b0-9022-44dc-becb-07962b10f208 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Brown, B
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4022e036-0f92-4b20-8b65-d5ef5535eb82 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 8
Source-reported events for the cited work
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Observation e24d4ab6-2d26-45b4-8e5a-8ea07cd90dcc · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts PaLM: Scaling Language Modeling with Pathways
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d509d39f-d615-4941-ac6b-5fcd5d29086f · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Chowdhery, S
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80aa0092-58bc-4014-88ef-842146fc39e6 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99d68fc0-18d1-4ceb-acfb-3d044c95a3e5 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Dac Lai, C
Reference 12
Source-reported events for the cited work
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Observation 96c48b7a-c554-44f2-a567-4220d5598043 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9573a299-a857-4fa5-b700-90716e570d7b · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Scaling Vision Transformers to 22 Billion Parameters
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 222aa175-a7e4-4552-b185-e831da369416 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Désidéri
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6438c6fd-f81f-4cc1-8d9f-eb804d00af1e · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d59d02a-9f09-4bd5-93ca-04f7984c889f · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 51faab7c-590c-49ee-bbde-47358fd8bc07 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts The Llama 3 Herd of Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d3b51c1-4a66-43af-8dc0-93f942f09b8d · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Gaffney, D
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae15711a-4fc0-4c9e-b3f8-47b28790e8a6 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts The Pile: An 800GB Dataset of Diverse Text for Language Modeling
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f39b70b-f8fe-45e9-9077-f493172e22b9 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Metadata Conditioning Accelerates Language Model Pre-training
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1e18744-1e5a-4135-a13b-a28118e13e12 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aaa4398d-d4b3-4e59-9229-df950679d7bc · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Grain - feeding jax models, 2023
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ec5e14aa-2d17-4068-8c94-99f3c1b3ecea · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts OLMES: A Standard for Language Model Evaluations
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49da94a5-ba5d-4592-9fc8-99793e945086 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Simfluence: Modeling the Influence of Individual Training Examples by Simulating Training Runs
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9704e15c-f232-4f7a-9ab6-02d7f1c73330 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 26
Source-reported events for the cited work
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Observation e3362410-cd3a-4c67-9954-9a3cba00c1cc · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Hoffmann, S
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c682751e-f173-4956-b12a-2c77e6c2917b · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Adaptive Data Optimization: Dynamic Sample Selection with Scaling Laws
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6f930fb-f5ef-4ab3-a575-c6000b0a0f97 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5e6ab6f4-8e25-47d9-8bf6-b33023df33df · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Laurençon, L
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 99ab4cc0-eb81-487a-b8c9-a410b53ec1d9 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Deduplicating Training Data Makes Language Models Better
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0df1ed79-cb88-45ba-b876-2abb3c65208e · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Measuring the Intrinsic Dimension of Objective Landscapes
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7165800-d266-43e5-a708-d1d9beb882d8 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Tilted Empirical Risk Minimization
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ebbc5bc-b4bd-4e9f-b7c8-538b129b2a3b · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts DeepSeek-V3 Technical Report
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75570df8-02cd-49dc-99e2-82ef62db82c9 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 987a94fa-0333-4995-acd7-d7687431f4c6 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c7e739be-ec96-4b2c-b030-bbec1ed76556 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c446b3ae-c66f-4750-a6fa-c89a146a83e0 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts RegMix: Data Mixture as Regression for Language Model Pre-training
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf503f5f-4eb8-4b62-b3c9-9199d29ad02d · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0f5ff7bc-e362-4451-ad1d-a7f9cf62e3c7 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Multi-Task Deep Neural Networks for Natural Language Understanding
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54ccfab3-0751-4d21-a7a3-10c1c037aedd · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Loshchilov and F
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cf99c504-1c9a-432f-8198-869faa32fc2a · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Multi-task Sequence to Sequence Learning
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1afe68c2-849a-4d38-a71f-28fa749b8153 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Misra, A
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8e41af2d-9a11-4b02-8e50-03665eada8c5 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Mo and J
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a1e5879-c521-45b6-917c-5dbe6f8d4c9c · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Multi-Task Learning as a Bargaining Game
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a4ba645-45b0-4ec2-b908-470ef9279f98 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Penedo, Q
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e1d548c3-28ac-4e0a-95d0-46a1553ef4b7 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Radford, J
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ef21911-e49e-48be-ab7c-68bfb4258a3c · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79b76872-62a3-40d7-a582-b15917294a48 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Raffel, N
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7f54b89-7261-465a-9cf9-503e944282ab · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fdc47634-9848-43c4-abfd-35cbbe314686 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d8736690-d5ea-4809-bf17-54a48c7eb8bd · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Ruder, J
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d43c75f-11a3-48e7-8928-a35bf4795c4b · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts How to Train Data-Efficient LLMs
Reference 53
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Unavailable: canonical work link unavailable.
Observation 403571f5-d54f-47b8-9a38-be03c2d9339b · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Sener and V
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c2be998-8b9a-4f80-a280-c8c336a5c1bf · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9be65c8-ad75-433f-8db5-5058dfd3ef87 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts RoFormer: Enhanced Transformer with Rotary Position Embedding
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17d9457b-b5c7-4ec6-a3b4-61239f420115 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f22ca0db-c68d-4623-9a52-b12d456b3865 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Scale Efficiently: Insights from Pre-training and Fine-tuning Transformers
Reference 58
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Unavailable: canonical work link unavailable.
Observation 88a8da9a-7b5c-41d3-9d59-266cfc7d4f69 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Gemini: A Family of Highly Capable Multimodal Models
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 447e7f22-6ef8-4866-8fa7-81b1eeffe5ff · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1334642-6086-463b-9e70-0259f235dc81 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Vandenhende, S
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7fcbe20f-713a-4f59-aad5-012ad183fe53 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86bf22b8-0dc6-4043-a6f1-8ff7c8787b75 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b60273fd-11f9-4a60-a61d-f52a6d896b45 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual Models
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55dfd1c6-7e30-49b7-ace6-f1c89c901824 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts QuRating: Selecting High-Quality Data for Training Language Models
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2010af6c-5a83-440d-8144-4115041fd377 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Small-scale proxies for large-scale Transformer training instabilities
Reference 66
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Unavailable: canonical work link unavailable.
Observation b18f82e8-ea7b-42dd-b668-4d9ab07d267d · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning
Reference 67
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Unavailable: canonical work link unavailable.
Observation 12476dd6-b919-42df-a259-77720843e885 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d3bc8e8d-d6b4-4994-a9f0-578e3199c325 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0bd3df9e-7d8b-44d7-a9ca-df8be45cc50c · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts mT5: A massively multilingual pre-trained text-to-text transformer
Reference 70
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Unavailable: canonical work link unavailable.
Observation 7a1b2ca3-f15d-432c-b82b-4d3bc560187b · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts ByT5: Towards a token-free future with pre-trained byte-to-byte models
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdeffc12-87f1-4fb0-a7dd-6b16b2c8bc86 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6573b0bb-16db-45b0-b561-b91f1d432115 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03962849-f2b2-4453-bb7e-f8d3426bd3a9 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Unresolved cited work
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39479523-eb42-40a3-8967-a13e0f4595a5 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts HellaSwag: Can a Machine Really Finish Your Sentence?
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faaeb223-ad35-4ee3-baf9-813f5dbef9fe · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts Why Transformers Need Adam: A Hessian Perspective
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 689bb806-2dd1-40a5-b6c1-2b897d0383f1 · outbound
PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts ratio,” which defined as ⟨Lj (θ),Lk(θ)⟩ ∥Lj (θ)∥2+∥Lk(θ)∥2 , between task gradients during language model pre-training over time. “ data1- data2
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b09ad5ab-9b34-4b15-86d9-c498ab759d4f · inbound
Data Mixing for Large Language Models Pretraining: A Survey and Outlook PiKE: Adaptive Data Mixing for Large-Scale Multi-Task Learning Under Low Gradient Conflicts
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.