Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T04:54:39.421494Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 19 inbound Pith citation observations for arXiv:2502.08524.
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 2026-08-08T04:54:39.421494Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:40:27.771507Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
31 of 31 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation 70ce4d20-5606-489e-8464-8873fe115a0a · outbound
LLM Pretraining with Continuous Concepts Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6995f843-6bb6-462c-93e1-aff7e85b49e4 · outbound
LLM Pretraining with Continuous Concepts DeepSeek-V3 Technical Report
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c57982a-0ba5-455f-b6df-0fdb59de392e · outbound
LLM Pretraining with Continuous Concepts The Llama 3 Herd of Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca7a76e4-8a62-44d9-87d0-cce56ebf2776 · outbound
LLM Pretraining with Continuous Concepts AssistGPT: A General Multi-modal Assistant that can Plan, Execute, Inspect, and Learn
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb8c4dec-efd5-4ed0-b1cf-fff501116883 · outbound
LLM Pretraining with Continuous Concepts Scaling and evaluating sparse autoencoders
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 654413b9-704c-431e-849e-de4cb7ab02e5 · outbound
LLM Pretraining with Continuous Concepts MiniPLM: Knowledge Distillation for Pre-Training Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 329e6b1f-9aaa-4b11-bf5e-19f78a067d63 · outbound
LLM Pretraining with Continuous Concepts Training Large Language Models to Reason in a Continuous Latent Space
Reference 11
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Unavailable: canonical work link unavailable.
Observation 2f08ce55-b6f8-410c-98bf-cc948defd65b · outbound
LLM Pretraining with Continuous Concepts Distilling the Knowledge in a Neural Network
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6096342-a395-41a8-9d9f-303c102c5783 · outbound
LLM Pretraining with Continuous Concepts Large Concept Models: Language Modeling in a Sentence Representation Space
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e812e43-1633-4be2-9ae8-9156c926c1da · outbound
LLM Pretraining with Continuous Concepts Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2836ea7-38e3-486b-a59c-24988a3151f6 · outbound
LLM Pretraining with Continuous Concepts Decoupled Weight Decay Regularization
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7862238f-be87-4d00-9142-f0067f09fd5b · outbound
LLM Pretraining with Continuous Concepts Code Llama: Open Foundation Models for Code
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e5c6412-4262-4403-a520-bed940c2b047 · outbound
LLM Pretraining with Continuous Concepts Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 21
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Unavailable: canonical work link unavailable.
Observation 4ad03885-c99a-4063-a5b4-18148c1f35f3 · outbound
LLM Pretraining with Continuous Concepts Gemma 2: Improving Open Language Models at a Practical Size
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db8e37c5-f6ee-4792-a9c8-dd9307818a09 · outbound
LLM Pretraining with Continuous Concepts Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 52478968-0718-47e1-8060-d0e336b4f5de · outbound
LLM Pretraining with Continuous Concepts Evaluation of ChatGPT and Microsoft Bing AI Chat Performances on Physics Exams of Vietnamese National High School Graduation Examination
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 549a592e-5b9d-4877-890b-469fe03712f6 · outbound
LLM Pretraining with Continuous Concepts Distilling System 2 into System 1
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a1532da-f258-47d4-8e8d-40b4e0fc68e7 · outbound
LLM Pretraining with Continuous Concepts Transformer visualization via dictionary learning: contextualized embedding as a linear superposition of transformer factors
Reference 26
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Unavailable: canonical work link unavailable.
Observation b578b36d-6fbb-49e3-95d7-74bec819cd32 · outbound
LLM Pretraining with Continuous Concepts Representation Engineering: A Top-Down Approach to AI Transparency
Reference 27
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Unavailable: canonical work link unavailable.
Observation 3f751cd2-f452-4a7b-b04b-c249dc62e023 · outbound
LLM Pretraining with Continuous Concepts Our method and baseline both utilize the GPT-2-based Transformer architecture and tokenizer (Radford et al., 2019), with a context length of
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3fad0500-06e3-4d2d-bb8d-bbfedbd74ff9 · outbound
LLM Pretraining with Continuous Concepts Consequently, our models introduce an additional(C + Kconcept) × d activated parameters on top of the base Transformer parameters
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6daeb9f7-e9a3-49cd-a87a-8775bb20ce3e · outbound
LLM Pretraining with Continuous Concepts Latent concept modeling is a
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fbe4797f-a9e9-4286-ab91-f0bfb5fc2ae7 · outbound
LLM Pretraining with Continuous Concepts For CoCoMix, the hidden state dimensionsd are 512, 1024, and 2028, with 8, 24, and 24 layers, respectively
Reference 1024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f7eaeea9-c1b1-47e5-a0fa-75acd4cc7612 · outbound
LLM Pretraining with Continuous Concepts Sparse Feature Circuits: Discovering and Editing Interpretable Causal Graphs in Language Models
Reference 2014
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe0813bb-bf0c-4247-af1c-f7270a4f9eae · outbound
LLM Pretraining with Continuous Concepts OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 551de2d2-9abc-4e3e-8fc2-a578f465e342 · outbound
LLM Pretraining with Continuous Concepts Show Your Work: Scratchpads for Intermediate Computation with Language Models
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3f613b6-363e-4383-a17e-3d6b5a4e3cc8 · outbound
LLM Pretraining with Continuous Concepts Sparse Autoencoders Find Highly Interpretable Features in Language Models
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26b2ce15-01b2-4115-8fea-05981e86e29f · outbound
LLM Pretraining with Continuous Concepts A Little Help Goes a Long Way: Efficient LLM Training by Leveraging Small LMs
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67942a3d-9f06-488c-b455-241cb2094f85 · outbound
LLM Pretraining with Continuous Concepts Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6233ff7e-b64e-48c4-853d-51ba1a4faf96 · outbound
LLM Pretraining with Continuous Concepts Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6c35d17c-690d-4149-b86d-164ad2a0344e · outbound
LLM Pretraining with Continuous Concepts Implicit Chain of Thought Reasoning via Knowledge Distillation
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e0d9e0a-28f1-4682-a39f-c1c5e1863568 · inbound
A Survey of Scaling in Large Language Model Reasoning LLM Pretraining with Continuous Concepts
Reference 189
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ffa160b7-62b5-4451-9cee-ba8cc6e5f20b · inbound
Efficient Pretraining Length Scaling LLM Pretraining with Continuous Concepts
Reference 48
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Unavailable: canonical work link unavailable.
Observation 1f9d6edd-9263-434b-b776-3b3437af8323 · inbound
Kinetics: Rethinking Test-Time Scaling Laws LLM Pretraining with Continuous Concepts
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3959c756-5e25-421b-b86a-7fa6cc9f9be9 · inbound
A foundation model with multi-variate parallel attention to generate neuronal activity LLM Pretraining with Continuous Concepts
Reference 26
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Unavailable: canonical work link unavailable.
Observation e9f46559-0637-4498-a104-7320a4abcc83 · inbound
Towards Distributed Neural Architectures LLM Pretraining with Continuous Concepts
Reference 2014
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Unavailable: canonical work link unavailable.
Observation 3281b352-bf5a-4ab0-83ec-ce80173c72f3 · inbound
Implicit Reasoning in Large Language Models: A Comprehensive Survey LLM Pretraining with Continuous Concepts
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c4a3242-f36c-4ba6-b8b7-61579dc05215 · inbound
LaRe: Latent Refocusing for Multimodal Reasoning LLM Pretraining with Continuous Concepts
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49da501c-ea80-4c50-9e14-3297463d8dc9 · inbound
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook LLM Pretraining with Continuous Concepts
Reference 196
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Unavailable: canonical work link unavailable.
Observation 563aa1fc-bd0a-4c8b-ae3c-2846ce007c50 · inbound
LEPO: Latent Reasoning Policy Optimization for Large Language Models LLM Pretraining with Continuous Concepts
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 73909bf1-8873-46a6-ad32-f7ba0130d606 · inbound
HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering LLM Pretraining with Continuous Concepts
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 31659c60-6c27-4512-8158-429d649dbce5 · inbound
LatentRAG: Latent Reasoning and Retrieval for Efficient Agentic RAG LLM Pretraining with Continuous Concepts
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3812236f-747b-44f0-a585-107309943a5e · inbound
CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning LLM Pretraining with Continuous Concepts
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation dfdefbf8-0b3f-4d05-a234-543fdc0ceff0 · inbound
NITP: Next Implicit Token Prediction for LLM Pre-training LLM Pretraining with Continuous Concepts
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 720668a7-825d-4c95-a79b-b749c11ce05c · inbound
NITP: Next Implicit Token Prediction for LLM Pre-training LLM Pretraining with Continuous Concepts
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 80db826e-7060-4cb0-b06e-9e99428f908b · inbound
NITP: Next Implicit Token Prediction for LLM Pre-training LLM Pretraining with Continuous Concepts
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bb8e52f-601f-4ac6-b2e2-de24ce4ad896 · inbound
Learn from your own latents and not from tokens: A sample-complexity theory LLM Pretraining with Continuous Concepts
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b58f78ff-db56-47d7-b67e-f93805d42449 · inbound
Unlocking the Working Memory of Large Language Models for Latent Reasoning LLM Pretraining with Continuous Concepts
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 857c626d-7c49-4ea9-917c-847b4a225a69 · inbound
Contribution Weights: A Geometrical Analysis of Self-Attention Transformers LLM Pretraining with Continuous Concepts
Reference 127
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ddf34b57-8542-4937-8107-2ec9681cd422 · inbound
Final Checkpoints Are Not Enough: Analyzing Latent Reasoning Faithfulness Along Training Trajectories LLM Pretraining with Continuous Concepts
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.