Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T23:52:06.141204Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2501.18356.
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 2026-08-09T23:52:06.141204Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-09T20:29:20.805599Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T15:11:08.119866Z
23 of 23 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 842e2fa5-f0fd-4b7f-8c2c-bfcb8d5a9be8 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Will we run out of data? Limits of LLM scaling based on human-generated data
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d4946f2-1ade-4071-a21a-7f9f995a6353 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Scaling Laws Do Not Scale
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 94785d88-c081-4f91-b396-9dce7391fa49 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e67d01e4-a6ce-4ff5-9826-5e2a2b61234a · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence How Reasoning Works,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 58710b6a-8e17-4e67-ac63-88654657d5d3 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Emergent Representations of Program Semantics in Language Models Trained on Programs
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cae666ff-4b37-4ac4-b1a2-8828e38e4120 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Do Large Language Models Latently Perform Multi-Hop Reasoning?
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b85cd8f-0101-4875-aaea-44434c58b1a5 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Reasoning with Language Model is Planning with World Model
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fc4f66f-3c5b-4593-a5b5-743d270abc38 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Implicit Chain of Thought Reasoning via Knowledge Distillation
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1f7bc4d-1906-49ea-a1cf-3998f52b7555 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4273e4b1-ed6a-46a3-9c51-320fbce35ef8 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Training Large Language Models to Reason in a Continuous Latent Space
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7daf0989-7c4b-4e2a-b411-ffe2850596ab · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Deliberation in Latent Space via Differentiable Cache Augmentation
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31284ef1-5004-459e-8fd5-3e14844b68af · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence MemoryBank: Enhancing Large Language Models with Long-Term Memory
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1917f71e-743e-4070-8448-210fc12ae2e0 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Improving language models by retrieving from trillions of tokens
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c21a6fc-245b-40c6-954d-7b579c69a9a3 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Universal Transformers
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1391b5f-541e-4818-a5e6-5dcd25a78d5c · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Meta-llama/Llama-3.1-8B-Instruct,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5027acf8-7c6d-41cf-936f-08b049d1deed · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence The Llama 3 Herd of Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0bddd36-f1cd-4caa-b12d-618c4891dd61 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Root Mean Square Layer Normalization
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7980b418-4801-4d33-8f27-35b39ca02af1 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Attention Is All You Need
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ba55c7d-ebd0-413f-be2f-c0d774be5fa5 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence LoRA: Low-Rank Adaptation of Large Language Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5a04d38-42bd-4c3f-b121-0d20a683970e · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Guiding Language Model Reasoning with Planning Tokens
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a1af651-3737-4743-90aa-bc233b05b0c1 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72e33c29-4219-4f36-8f9e-2db076c5ff55 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Training Verifiers to Solve Math Word Problems
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cfa5356-b40e-4843-8d96-0d790024a746 · outbound
State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence Unresolved cited work
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 39e381f6-ee7e-432e-a854-dae290860bba · inbound
State Stream Transformer (SST) V2: Parallel Training of Nonlinear Recurrence for Latent Space Reasoning State Stream Transformer (SST) : Emergent Metacognitive Behaviours Through Latent State Persistence
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.