Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:31:40.416807Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2506.21545.
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 2026-08-06T22:31:40.416807Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T04:49:28.598430Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:49:52.413967Z
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3472e36a-d530-47ef-ae56-b2e31262b75a · outbound
Data Efficacy for Language Model Training Training language models to follow instructions with human feedback
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34907434-1239-45b4-88c2-d0f1c4fee130 · outbound
Data Efficacy for Language Model Training GPT-4 Technical Report
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c20a7caf-e52b-4419-ab88-69ffb3476f62 · outbound
Data Efficacy for Language Model Training The Llama 3 Herd of Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 109ce30e-a715-4be8-9bde-903bf3f6e665 · outbound
Data Efficacy for Language Model Training Advances in natural language processing
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 43b7d785-8f9e-4852-8966-d9661c2e5f0c · outbound
Data Efficacy for Language Model Training Exploring Sentiment Analysis Techniques in Natural Language Processing: A Comprehensive Review
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 13d9fd78-e418-4d90-ab5a-2a45644dba8a · outbound
Data Efficacy for Language Model Training Natural language reasoning, a survey.ACM Computing Surveys, 56(12):1–39, 2024
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af796198-10d4-423a-b3d0-5532553f81bc · outbound
Data Efficacy for Language Model Training Ai- based conversational agents: a scoping review from technologies to future directions
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1927fc7-0ceb-4778-b125-e5bfacb792d9 · outbound
Data Efficacy for Language Model Training A Survey on Data Selection for Language Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef3463bf-d78b-476a-ac3e-401d1550cb6f · outbound
Data Efficacy for Language Model Training Data selection for language models via importance resampling
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e3ec3028-3dba-451f-a437-18ddd3f97bb0 · outbound
Data Efficacy for Language Model Training Data Selection via Optimal Control for Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9afb825a-41b3-4b1a-ab8e-df850b14d8db · outbound
Data Efficacy for Language Model Training Curriculum learning for language modeling
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5455404c-f873-465e-8537-443144bf71ca · outbound
Data Efficacy for Language Model Training A survey on curriculum learning.IEEE transactions on pattern analysis and machine intelligence, 44(9):4555–4576, 2021
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 181826f8-e99f-458a-b806-4e797e939955 · outbound
Data Efficacy for Language Model Training hello-gpt-4o
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 732c55b2-97bc-4c44-84b0-dcb59c421d78 · outbound
Data Efficacy for Language Model Training Gemini: A Family of Highly Capable Multimodal Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfed6da5-5d01-4875-bc9d-f1b78466d95d · outbound
Data Efficacy for Language Model Training Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 688f2516-476c-4595-b6e0-f95ff308ca9e · outbound
Data Efficacy for Language Model Training Long short-term memory
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d60b150-431e-4a24-a423-184016f8a3e5 · outbound
Data Efficacy for Language Model Training Scaling Laws for Neural Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0858127b-aa58-4d30-8628-25ec4970a281 · outbound
Data Efficacy for Language Model Training Scaling laws for data filtering–data curation cannot be compute agnostic
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 02bebf18-ee54-457b-b079-53b8c8b972d8 · outbound
Data Efficacy for Language Model Training KenLM: Faster and smaller language model queries
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c87e9eb-75b3-4a0a-9f11-8afdcd28682a · outbound
Data Efficacy for Language Model Training Claude 3 haiku: our fastest model yet
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1252c827-a720-4254-8352-bdd6bde866cf · outbound
Data Efficacy for Language Model Training Paml 4: phylogenetic analysis by maximum likelihood
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation edcc5ac3-4dc4-4523-a9fe-b72b283f75ac · outbound
Data Efficacy for Language Model Training Common crawl – building an open web-scale crawl using hadoop, 2010
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a3c4282-7a05-45db-aa0a-e57051d3bb3b · outbound
Data Efficacy for Language Model Training Project gutenberg, 2004
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1800c862-3d77-4e66-8e4d-b2ff96e97ab8 · outbound
Data Efficacy for Language Model Training Synthetic data for deep learning , volume 174
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e1b7d25e-5cca-4c8c-8ae9-ab772e92dc82 · outbound
Data Efficacy for Language Model Training Virtual sensors: Abstracting data from physical sensors
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ef5ba448-e607-4b88-95f1-db06e6d7af76 · outbound
Data Efficacy for Language Model Training Exploring the limits of transfer learning with a unified text-to-text transformer
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53478cd4-9bc4-4938-9b6e-df65e110288a · outbound
Data Efficacy for Language Model Training The refinedweb dataset for falcon llm: Outperforming curated corpora with web data only
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61cb4c60-bc85-4f79-8533-cfae6e3eb1ff · outbound
Data Efficacy for Language Model Training Redpajama: an open dataset for training large language models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9af43c7-a9b7-451e-b517-6d0514dd2b55 · outbound
Data Efficacy for Language Model Training RedStone: Curating General, Code, Math, and QA Data for Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2af7a3f-b91f-433b-9166-60a72cc70ff1 · outbound
Data Efficacy for Language Model Training Mates: Model-aware data selection for efficient pretraining with data influence models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e7f4349a-1d10-4a6f-a369-fef8925df5bf · outbound
Data Efficacy for Language Model Training Training-free dataset pruning for instance segmentation
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5ad266e4-2031-4862-899b-a22d6be16703 · outbound
Data Efficacy for Language Model Training P-diff+: Improving learning classifier with noisy labels by noisy negative learning loss
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3fb4ae5a-4f96-48e0-9d3f-a804118be1dd · outbound
Data Efficacy for Language Model Training P-diff: Learning classifier with noisy labels based on probability difference distributions
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ea0935cd-49b8-421c-b4b8-883d969337d8 · outbound
Data Efficacy for Language Model Training SemDeDup: Data-efficient learning at web-scale through semantic deduplication
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e655be23-c353-4bf2-8cc8-0f06301c35cc · outbound
Data Efficacy for Language Model Training D4: Improving llm pretraining via document de-duplication and diversification
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 13b16161-46e5-45cc-b23a-cb4b4c4a5f00 · outbound
Data Efficacy for Language Model Training Strategic Data Ordering: Enhancing Large Language Model Performance through Curriculum Learning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b295c33-2616-43ae-a09a-71f2730342b9 · outbound
Data Efficacy for Language Model Training Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c0be7cb-f617-4dd3-8ec5-df298404a13f · outbound
Data Efficacy for Language Model Training DoReMi: Optimizing data mixtures speeds up language model pretraining
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0b2a68e7-4a68-4024-9700-cf5ce660c34e · outbound
Data Efficacy for Language Model Training Lima: Less is more for alignment
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ca58f8fa-b5bd-49ec-963f-0d6d9132a0b2 · outbound
Data Efficacy for Language Model Training Openwebmath: An open dataset of high-quality mathematical web text, 2023
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3eb84262-2755-4f47-9c16-039dbd257e40 · outbound
Data Efficacy for Language Model Training MiniF2F: a cross-system benchmark for formal Olympiad-level mathematics
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b18f4e11-793c-4db5-b71e-5e668be63f4a · outbound
Data Efficacy for Language Model Training StarCoder 2 and The Stack v2: The Next Generation
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1c0a048-7337-4760-b423-606723280f2d · outbound
Data Efficacy for Language Model Training Epicoder: Encompassing diversity and complexity in code generation
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7eaf93f6-b84b-47a9-af78-a170358f2de2 · outbound
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5ee4398-ee2c-41cb-a1c9-f5e6ec0c7bf8 · outbound
Data Efficacy for Language Model Training Qwen Technical Report
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bb581e0-945e-4cf0-bbb4-8478a8f754fd · outbound
Data Efficacy for Language Model Training OLMo: Accelerating the Science of Language Models
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e32dec9-e955-44f6-b0b1-f9a89ceda0eb · outbound
Data Efficacy for Language Model Training Hellaswag: Can a machine really finish your sentence? In Proceedings of ACL, 2019
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d30f3ec4-a3b1-498c-b6e9-edfd1ef90b55 · outbound
Data Efficacy for Language Model Training The winograd schema challenge
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f834b77-8d9d-473d-b3fb-7b758a0a26b8 · outbound
Data Efficacy for Language Model Training The lambada dataset: Word prediction requiring a broad discourse context
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6aa43bff-0821-4ecb-9854-5b3586e92bc1 · outbound
Data Efficacy for Language Model Training Can a suit of armor conduct electricity? a new dataset for open book question answering
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a029a61f-bf3a-4d63-8253-7a5d63fb8916 · outbound
Data Efficacy for Language Model Training Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc872b53-e93a-4a05-a77d-65bd721bfd29 · outbound
Data Efficacy for Language Model Training Piqa: Reasoning about physical common- sense in natural language
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f407e16b-dd00-4152-aab2-32f538352ad5 · outbound
Data Efficacy for Language Model Training Liu, and Matt Gardner
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 451ce2a6-f0a4-45f6-9ee0-4059911f2b09 · outbound
Data Efficacy for Language Model Training BoolQ: Exploring the surprising difficulty of natural yes/no questions
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fa2ec6e9-33ea-4869-8e1b-9ea6d509a64e · outbound
Data Efficacy for Language Model Training Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17350254-b8c4-48a4-8322-bfa482950b43 · outbound
Data Efficacy for Language Model Training Mathqa: Towards interpretable math word problem solving with operation-based formalisms, 2019
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9caa4a74-9795-4b26-ae42-fdb2e2fb3e54 · outbound
Data Efficacy for Language Model Training Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ed73ddf4-2c92-400d-a2e8-1fc17282ccd3 · outbound
Data Efficacy for Language Model Training Program Synthesis with Large Language Models
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 752b0d3d-0c92-47dd-aad2-1212e2992466 · outbound
Data Efficacy for Language Model Training Efficient large scale language modeling with mixtures of experts
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bd642587-8300-4094-999f-0cd460e8c61d · outbound
Data Efficacy for Language Model Training Decoupled weight decay regularization
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2bc119d4-5638-4b74-be28-6607582b63c6 · outbound
Data Efficacy for Language Model Training Comparing the pearson and spearman correla- tion coefficients across distributions and sample sizes: A tutorial using simulations and empirical data
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d65bff9-d365-460a-af49-54a81ef4cd17 · outbound
Data Efficacy for Language Model Training As described in algorithm 1, we apply a linear transformation to the mean-pooled representations of instances along the sequence length
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dc04d5f7-4d10-422b-bf68-e651558f3866 · outbound
Data Efficacy for Language Model Training I am overpowered by the discovery of my own genius for management
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e2a8aeb6-0d71-470b-aa72-6e671db70eb7 · inbound
GEOALIGN: Geometric Rollout Curation for Robust LLM Reinforcement Learning Data Efficacy for Language Model Training
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.