Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:40:05.617004Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 9 inbound Pith citation observations for arXiv:2412.04315.
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 2026-08-11T21:40:05.617004Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:10:21.963779Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T05:26:05.711057Z
58 of 58 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation da815800-213f-4718-a4e1-23d69723e1cf · outbound
Densing Law of LLMs write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d3e6901-a07d-493d-879a-684ff3fae5e6 · outbound
Densing Law of LLMs Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone
Reference 2
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Unavailable: canonical work link unavailable.
Observation f33735a8-fa32-4596-a7e2-d41ba59d70e3 · outbound
Densing Law of LLMs Gqa: Training generalized multi-query transformer models from multi-head checkpoints
Reference 3
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.
Observation 0315bbad-310e-4bb9-8946-150ff04b91b7 · outbound
Densing Law of LLMs The Falcon Series of Open Language Models
Reference 4
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Unavailable: canonical work link unavailable.
Observation 2128bf0c-1989-4b2c-8e3f-d036e5ad3c91 · outbound
Densing Law of LLMs Welcome to llmflation – llm inference cost is going down fast
Reference 5
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fd50fc07-b58d-4723-9bb3-5bc9f1656b7e · outbound
Densing Law of LLMs Program Synthesis with Large Language Models
Reference 6
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Unavailable: canonical work link unavailable.
Observation 7a95284a-301d-4196-b024-f622450fd23a · outbound
Reference 7
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Unavailable: canonical work link unavailable.
Observation 26e1fa71-b080-48cc-b64a-ddfcd204a169 · outbound
Densing Law of LLMs On the Opportunities and Risks of Foundation Models
Reference 8
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Unavailable: canonical work link unavailable.
Observation e2feeb6e-f33f-42d7-b28c-4bcca7b5c424 · outbound
Densing Law of LLMs Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 9
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Observation adbd9491-2df6-409f-84e0-cb0536ddfbfd · outbound
Densing Law of LLMs Unresolved cited work
Reference 10
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.
Observation 71982829-2659-428e-92a5-f57fc2dd5e35 · outbound
Densing Law of LLMs Evaluating Large Language Models Trained on Code
Reference 11
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Observation 9f8cbbfb-0728-4e1d-8ed9-e6f47ae12ade · outbound
Densing Law of LLMs Palm: Scaling language modeling with pathways
Reference 12
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Unavailable: canonical work link unavailable.
Observation 09b5b24a-c94a-43a1-b906-57b7bc6bd9da · outbound
Densing Law of LLMs FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
Reference 13
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Unavailable: canonical work link unavailable.
Observation d3b50cb4-942c-4b6b-acdb-603ebfb6ca48 · outbound
Densing Law of LLMs Flashattention: Fast and memory-efficient exact attention with io-awareness
Reference 14
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Unavailable: canonical work link unavailable.
Observation a8fa1931-994c-4158-b9c9-8c7df8f5dc14 · outbound
Densing Law of LLMs Training on the Test Task Confounds Evaluation and Emergence
Reference 15
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Observation c397a604-83d8-4a44-a909-bc3a33b17e41 · outbound
Reference 16
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Observation f7789df8-cdf0-4bff-97d8-f83e088ad4de · outbound
Reference 17
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Unavailable: canonical work link unavailable.
Observation 8bff893b-5b0e-4c7e-93dd-625f9f5dceb3 · outbound
Densing Law of LLMs Apple intelligence foundation language models
Reference 18
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Unavailable: canonical work link unavailable.
Observation cf67b272-e18c-4d9a-ba0c-b67da04938cf · outbound
Densing Law of LLMs Pre-trained models: Past, present and future
Reference 19
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f8add9ff-2197-4293-8d2a-dddad06ceccc · outbound
Densing Law of LLMs Measuring massive multitask language understanding
Reference 20
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Unavailable: canonical work link unavailable.
Observation 277b439c-d78f-42e8-8a1f-a64ade3be7cf · outbound
Densing Law of LLMs Measuring mathematical problem solving with the math dataset
Reference 21
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Unavailable: canonical work link unavailable.
Observation a0393296-5016-4508-8cf3-0d1f5b1b2c56 · outbound
Densing Law of LLMs Scaling Laws for Autoregressive Generative Modeling
Reference 22
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Unavailable: canonical work link unavailable.
Observation 13b41fea-cda9-4c65-b521-7f70e0434576 · outbound
Densing Law of LLMs Trends in machine learning hardware, 2023
Reference 23
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.
Observation dddeaacd-ed54-4d55-bac4-8a938890a972 · outbound
Densing Law of LLMs Training Compute-Optimal Large Language Models
Reference 24
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Unavailable: canonical work link unavailable.
Observation e156f295-1b67-4efb-8024-606f312c4194 · outbound
Densing Law of LLMs MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies
Reference 25
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Unavailable: canonical work link unavailable.
Observation 7c97a9ba-93e9-40fa-9807-071823c56551 · outbound
Reference 26
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Observation e51276e9-248d-4b27-9afa-77673185cf98 · outbound
Reference 27
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Unavailable: canonical work link unavailable.
Observation 15135d31-e378-486b-b33b-5322fb171f73 · outbound
Densing Law of LLMs Efficient memory management for large language model serving with pagedattention
Reference 28
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Unavailable: canonical work link unavailable.
Observation a94945bb-c980-4fb3-aa7a-29db01f8bcee · outbound
Densing Law of LLMs u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \
Reference 29
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Unavailable: canonical work link unavailable.
Observation a4fdf972-6ba1-46bd-9771-70b45c1bc496 · outbound
Densing Law of LLMs Textbooks Are All You Need II: phi-1.5 technical report
Reference 30
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Unavailable: canonical work link unavailable.
Observation bde65092-a518-4d48-a95b-10d45c8d403d · outbound
Densing Law of LLMs Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation
Reference 31
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Unavailable: canonical work link unavailable.
Observation 0e46d9c3-77cb-4f4e-939a-39fc3dcc35bb · outbound
Densing Law of LLMs Deja vu: Contextual sparsity for efficient llms at inference time
Reference 32
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.
Observation f85576e0-1b33-427e-8485-5b831ac520b2 · outbound
Densing Law of LLMs Llm-pruner: On the structural pruning of large language models
Reference 33
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Unavailable: canonical work link unavailable.
Observation 8753a28f-de96-48d8-b7d7-16a6efa15459 · outbound
Densing Law of LLMs Cramming more components onto integrated circuits
Reference 34
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.
Observation 81ecaeb3-a8c0-47b7-9947-b988fb4ea3cd · outbound
Densing Law of LLMs Compact Language Models via Pruning and Knowledge Distillation
Reference 35
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Unavailable: canonical work link unavailable.
Observation b037a556-6406-4c78-a49d-f4ea44fbd61f · outbound
Reference 36
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Unavailable: canonical work link unavailable.
Observation 906fc973-70e5-4375-8966-0209c11fcce7 · outbound
Densing Law of LLMs Learning to reason with llms
Reference 37
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.
Observation 3a57189d-ed86-4cbd-aec8-4551ec5c36a4 · outbound
Densing Law of LLMs Gpt-4o mini: advancing cost-efficient intelligence
Reference 38
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.
Observation dd422771-1486-452b-91e1-864c03232ce2 · outbound
Densing Law of LLMs Opencompass: A universal evaluation platform for foundation models
Reference 39
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.
Observation f6f30f30-9146-4978-bdb5-c916036927f4 · outbound
Densing Law of LLMs Pre-trained Models for Natural Language Processing: A Survey
Reference 40
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Unavailable: canonical work link unavailable.
Observation 14ddd2d3-6fdf-46c1-b43d-05a6145cc980 · outbound
Densing Law of LLMs Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Reference 41
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Unavailable: canonical work link unavailable.
Observation 43739e82-513c-47d8-83fb-80e12feb533c · outbound
Densing Law of LLMs Beyond chinchilla-optimal: Accounting for inference in language model scaling laws
Reference 42
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.
Observation 1f2068ef-7cbc-4f8b-b51b-80fcb518e0b2 · outbound
Densing Law of LLMs Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 43
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Unavailable: canonical work link unavailable.
Observation 739bc385-8ffc-4d4a-b0f4-7bce56ebc486 · outbound
Densing Law of LLMs PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU
Reference 44
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Unavailable: canonical work link unavailable.
Observation 28bb2574-2d8f-4200-9141-4496369f863b · outbound
Densing Law of LLMs A simple and effective pruning approach for large language models
Reference 45
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Unavailable: canonical work link unavailable.
Observation 67077d4f-697b-4848-a4f5-70c56b5acc8d · outbound
Densing Law of LLMs Challenging big-bench tasks and whether chain-of-thought can solve them
Reference 46
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Unavailable: canonical work link unavailable.
Observation c77d0e9b-9b1b-4aa6-9437-4a179224d15d · outbound
Densing Law of LLMs Gemma 2: Improving Open Language Models at a Practical Size
Reference 47
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Unavailable: canonical work link unavailable.
Observation e87ca8d0-2273-4dd9-ad3f-347e05be160c · outbound
Densing Law of LLMs Introducing mpt-30b: Raising the bar for open-source foundation models, 2023
Reference 48
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.
Observation 39be9f42-f49f-4e47-9a58-9519499e9ee3 · outbound
Densing Law of LLMs LLaMA: Open and Efficient Foundation Language Models
Reference 49
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Unavailable: canonical work link unavailable.
Observation d604a72e-01d5-4994-a7a6-5e6efcfbed9a · outbound
Densing Law of LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 50
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Unavailable: canonical work link unavailable.
Observation 4e9f1bc9-ee11-4809-b3b5-c28db56625b0 · outbound
Densing Law of LLMs Emergent abilities of large language models
Reference 51
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Unavailable: canonical work link unavailable.
Observation b2d3848b-55c6-4466-ab6c-b3bbaab5ee25 · outbound
Densing Law of LLMs Chain-of-thought prompting elicits reasoning in large language models
Reference 52
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Unavailable: canonical work link unavailable.
Observation 57bee0cb-a9ce-4477-8cf0-cb81f17bc279 · outbound
Densing Law of LLMs Skywork: A More Open Bilingual Foundation Model
Reference 53
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Observation d97e941f-8c21-4bcc-8bba-a58ab25cbc85 · outbound
Densing Law of LLMs A Survey on Knowledge Distillation of Large Language Models
Reference 54
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Unavailable: canonical work link unavailable.
Observation f0aac06a-5260-43f4-bdb5-24caff9e8358 · outbound
Densing Law of LLMs PowerInfer-2: Fast Large Language Model Inference on a Smartphone
Reference 55
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Unavailable: canonical work link unavailable.
Observation 0f89b80e-1e14-4aad-9577-4ed75f5ce4f1 · outbound
Densing Law of LLMs Survey on knowledge distillation for large language models: Methods, evaluation, and application
Reference 56
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.
Observation 40428787-b2ee-440b-9530-3fcf9cf18a3c · outbound
Densing Law of LLMs Toward Inference-optimal Mixture-of-Expert Large Language Models
Reference 57
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Unavailable: canonical work link unavailable.
Observation a448a4c6-5a05-4d96-bce1-d6da9f37e3b0 · outbound
Densing Law of LLMs TinyLlama: An Open-Source Small Language Model
Reference 58
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Unavailable: canonical work link unavailable.
Observation e0bbb01a-c49d-4979-80ab-0756b7d0bca7 · inbound
Language Games as the Pathway to Artificial Superhuman Intelligence Densing Law of LLMs
Reference 38
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Unavailable: canonical work link unavailable.
Observation 0b813fa8-2309-47ac-8c0a-071a4190360c · inbound
Ultra-FineWeb: Efficient Data Filtering and Verification for High-Quality LLM Training Data Densing Law of LLMs
Reference 43
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Unavailable: canonical work link unavailable.
Observation c0a3e955-ccce-438d-8ef1-b83837d38bb2 · inbound
Reference 152
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5fe31107-6777-4e53-8041-b8fc08558648 · inbound
Semantic Retention and Extreme Compression in LLMs: Can We Have Both? Densing Law of LLMs
Reference 7
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Observation 9902f502-2188-40e4-ad7d-855b05649d8e · inbound
Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Densing Law of LLMs
Reference 29
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Observation 9db46184-a4d4-4d3b-b225-9c60b5f86560 · inbound
MiniCPM4: Ultra-Efficient LLMs on End Devices Densing Law of LLMs
Reference 36
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Unavailable: canonical work link unavailable.
Observation 7786d76e-84fb-4402-a578-d68742c0b14c · inbound
A Theory of Inference Compute Scaling: Reasoning through Directed Stochastic Skill Search Densing Law of LLMs
Reference 59
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Unavailable: canonical work link unavailable.
Observation 038897af-0a81-4a76-a9b9-303ed4d95674 · inbound
Know What, Know Why: Semantic Hazard Communication for Intelligent V2X Systems Densing Law of LLMs
Reference 14
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Unavailable: canonical work link unavailable.
Observation 1a72f6df-2388-4440-99c5-eb54d538c2d1 · inbound
Predicting LLM Reasoning Performance with Small Proxy Model Densing Law of LLMs
Reference 43
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Unavailable: canonical work link unavailable.