Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T16:59:58.529650Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 19 inbound Pith citation observations for arXiv:2412.09563.
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 2026-08-11T16:59:58.529650Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:11:10.610050Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
46 of 46 outbound references displayed
External citation measurements
3
pith, observed 2026-08-05T02:28:24.338817Z
Observation b8647aa1-f217-46f2-9d37-6d222eb829f6 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models - ReQ : Assessing representation quality in self-supervised learning by measuring eigenspectrum decay
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0fcb49b4-e382-4e75-a633-857e7e568ca5 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Understanding intermediate layers using linear classifier probes
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5de5f0c6-8735-4478-9118-d4f209dbd2a2 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Information theory with kernel methods
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 403b2822-ad4b-438a-9949-9ea4598aa1b4 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models LLM2Vec : Large language models are secretly powerful text encoders
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e20e718f-735d-4f82-8d05-6e0b13d55ccc · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Reverse engineering self-supervised learning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation da585faa-585f-45f4-a9f6-f6283b5cd518 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Pythia: A suite for analyzing large language models across training and scaling
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ee0cd27c-bc51-4a34-95cf-4a0efa005ae6 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Von neumann entropy from unitarity
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 252af3a0-32fe-496d-b770-159dc1611fea · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Guillotine regularization: Why removing layers is needed to improve generalization in self-supervised learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 84cd2541-21cf-4877-819b-789c6a31dbaf · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Discovering latent knowledge in language models without supervision
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bec19c3a-62fa-41eb-8a27-fb611418551f · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models A simple framework for contrastive learning of visual representations
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0475d2d5-f1e4-4667-b804-ef5fc3e69b1a · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Improved baselines with momentum contrastive learning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8751f97a-40df-4d1c-bb67-55b8092892e7 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Not all layers of llms are necessary during inference
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9137c9ab-16a5-4ad0-8fc0-2318a4009424 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models The pile: An 800gb dataset of diverse text for language modeling
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f25b1098-4151-4421-9646-d882a7ae7536 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models RankMe : Assessing the downstream performance of pretrained self-supervised representations by their rank
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e37ec127-b3da-4dca-8dca-4124251a9bef · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Measures of entropy from data using infinitely divisible kernels
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3c457f0d-e4d1-42d6-bb0d-f6a21456931a · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Mamba: Linear-time sequence modeling with selective state spaces
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c3b5ace5-8ea3-4a3c-b5c8-264fd6de3c34 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Language models represent space and time
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 10a0d534-96ed-42d1-9636-3051ec5b8664 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models The dip test of unimodality
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2ce3976b-12b1-405c-9125-e4edb620bd2e · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Measuring massive multitask language understanding
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6604718-053a-4efb-b0cf-b604d790d1eb · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Large language models implicitly learn to straighten neural sentence trajectories to construct a predictive representation of natural language
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2978b2ec-0cbd-40f8-976c-057eaf0fdfa4 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Exploring concept depth: How large language models acquire knowledge at different layers? arXiv, 2024
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f4da9fec-29ac-4656-b673-c6968ee5bce4 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models The remarkable robustness of llms: Stages of inference? arXiv, 2024
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dc689ede-0c1f-4f62-9851-250d60321b01 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Linguistic knowledge and transferability of contextual representations
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2587c43a-bffc-46e4-bc8e-40d2bb1979a4 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Bm25s: Orders of magnitude faster lexical search via eager sparse scoring, 2024
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4c13fe07-e520-480d-9121-77eaad4163b7 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Nlp augmentation
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ee87086-ec0d-4961-b1a3-d9af39d1390a · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Eliciting latent knowledge from quirky language models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation def7d528-8650-450a-988e-2c439e16eb77 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Emergence of separable manifolds in deep language representations
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 776250be-3cd4-4715-a6bb-a346bb3b7e83 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Pointer sentinel mixture models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dafe7464-c6e8-4be7-8219-061c111b0b56 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models MTEB : Massive text embedding benchmark
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6a63692e-533e-470e-9142-9381aa6d4aac · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Representation learning with contrastive predictive coding
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b15f9091-dfcc-45a1-8792-fa47dfef9f6c · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models The linear representation hypothesis and the geometry of large language models
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c5a641c-02f6-4511-8633-d95cac1e7548 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models SVCCA : Singular vector canonical correlation analysis for deep learning dynamics and interpretability
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 79b14e42-5124-419a-968e-3114576dd1bf · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models On measures of entropy and information
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ae3a0da4-4863-453b-a533-92275db7860f · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Learning with kernels: support vector machines, regularization, optimization, and beyond
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41e8e436-f8ac-4c0d-bcdc-6bd843e484dd · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Information flow in deep neural networks
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 02c0c162-acfe-4451-8762-ff7390af7e5c · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models To compress or not to compress—self-supervised learning and information theory: A review
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3f88e32a-defe-466b-9dd6-c16ad326b499 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Opening the black box of deep neural networks via information
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 57eefbb0-a783-4e84-b6ee-1bb622acd7dc · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models An information theory perspective on variance-invariance-covariance regularization
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 348dd29d-84f1-486d-bcdc-a0cc1c2a0206 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models DiME : Maximizing mutual information by a difference of matrix-based entropies
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d7ebeb4c-b577-4205-9341-f1d8853a1e02 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models FroSSL : Frobenius norm minimization for self-supervised learning
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ae13b451-82a5-4cf8-bf56-4ca31b96eeb6 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models LiDAR : Sensing linear probing performance in joint embedding ssl architectures
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e95cfbbb-56f9-4b33-ac31-3340c17a7f91 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Attention is all you need
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8960f90a-2d51-4115-bf7e-2a277083e56e · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Ai medical chatbot dataset, 2024
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9dec3861-1cbc-40b0-810e-51971eab37d2 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Large language model evaluation via matrix entropy
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dea4c476-7c63-4585-a548-76eadfb7caaf · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models Understanding neural networks with logarithm determinant entropy estimator
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 968f44f2-133b-4cc5-b88e-ce9a95b62156 · outbound
Does Representation Matter? Exploring Intermediate Layers in Large Language Models write newline
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38741e9c-cc6e-40cf-ba4d-b36f15a7284d · inbound
GeAR: Generation Augmented Retrieval Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7266d44-4367-4cd9-a15a-43d57ceda7f9 · inbound
ARWKV: Pretrain is not what we need, an RNN-Attention-Based Language Model Born from Transformer Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d77eb05-aa9f-4983-84ec-cfa0e317add9 · inbound
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 143
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7dabb801-295a-4f10-89af-fd05c45770ad · inbound
Advancing LLM Safe Alignment with Safety Representation Ranking Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2feb8d8-cc01-4e7a-a99c-877556bd1d68 · inbound
BiggerGait: Unlocking Gait Recognition with Layer-wise Representations from Large Vision Models Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aedf8f49-539e-4d43-af3f-bac88ca07f90 · inbound
Do BERT-Like Bidirectional Models Still Perform Better on Text Classification in the Era of LLMs? Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38a3f17b-1e7b-4750-8d14-2786b2ee0665 · inbound
Spectral Insights into Data-Oblivious Critical Layers in Large Language Models Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff316dfd-fd58-432e-9605-7b1e0d75d9ae · inbound
ReGA: Model-Based Safeguard for LLMs via Representation-Guided Abstraction Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1916055a-3fc4-41a4-baa6-59cd3dbda793 · inbound
A Survey on Latent Reasoning Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 95
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 373880ed-9c1a-4766-85ec-f8f70bcf066e · inbound
Large Language Models Show Signs of Alignment with Human Neurocognition During Abstract Reasoning Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef612357-ad60-4f53-8d6f-859b207a5135 · inbound
RACC: Representation-Aware Coverage Criteria for LLM Safety Testing Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6565c4b6-7872-47dd-b75f-610c35b78769 · inbound
Language-Pretraining-Induced Bias: A Strong Foundation for General Vision Tasks Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 25463d7c-8fc2-4e78-9dbb-692e3a575feb · inbound
Towards Understanding the Robustness of Sparse Autoencoders Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 839fe2ab-6414-47f0-8007-1fd57429caab · inbound
Geometry of Human Perceptual Domains Emerges Transiently in LLM Representations Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7724db8c-cf5b-404d-9bfc-f207366167ab · inbound
Decomposing how prompting steers behavior Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b8fcbd11-3213-425d-9e49-60b9082053de · inbound
LLM Self-Recognition: Steering and Retrieving Activation Signatures Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 825188cc-1c04-45fb-9310-a17128143aaf · inbound
GraphLoRA: Structure-Aware Low-Rank Adaptation for Large Language Model Recommendation Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e6b5d999-8399-4126-979c-e4dd040d418c · inbound
Gradient Smoothing: Coupling Layer-wise Updates for Improved Optimization Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 07f14b3a-ccfe-4960-944e-2202ba08d69a · inbound
Prompt Compression via Activation Aggregation Does Representation Matter? Exploring Intermediate Layers in Large Language Models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.