Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T05:02:55.865021Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 9 inbound Pith citation observations for arXiv:2502.08482.
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 2026-08-08T05:02:55.865021Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:14:33.240950Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T19:58:54.959830Z
14 of 14 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 40afff89-fab3-4cf2-b2c5-eaf2dcbb6677 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning This task involves computing the answer of arithmetic expressions containing numbers, basic operations (+, −, ×, ÷, =), and brackets
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ba26c13c-19de-4ca9-9ac7-8959b3cd6bf2 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning This task requires computing the minimum number of operations (insert, delete, or replace) needed to transform one sequence into another
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f4d009c5-dd83-4b2f-a902-e72c3c007202 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning This task identifies the length of longest strictly increasing subsequence in a numerical sequence
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8c773fe7-621a-4505-9ae4-3617a483f610 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Lightman, H., Kosaraju, V ., Burda, Y ., Edwards, H., Baker, B., Lee, T., Leike, J., Schulman, J., Sutskever, I., and Cobbe, K
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fa34c117-8ece-4113-ad7e-f93c932be89b · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning LIFT: Improving Long Context Understanding Through Long Input Fine-Tuning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7063e3d9-188f-4ee9-86fd-bebd08f67bda · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Conditions for Length Generalization in Learning Reasoning Skills
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a3e7ea25-04e2-42ec-8571-985caa97aebb · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Zelikman, E., Wu, Y ., Mu, J., and Goodman, N
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c7beef4f-9e04-478d-9893-682651f3c52b · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning 11 Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning A
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3c632ece-aebe-49ba-81de-8d501af621e5 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Looped Transformers for Length Generalization
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be318769-2dfa-4c80-847c-192822c5f237 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Li, S., You, C., Guruganesh, G., Ainslie, J., Ontanon, S., Zaheer, M., Sanghai, S., Yang, Y ., Kumar, S., and Bho- janapalli, S
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3ded1b73-d1da-44d4-bc89-b81076144056 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Decomposed Prompting: A Modular Approach for Solving Complex Tasks
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18ac9875-dc2e-4c03-8fa9-5ce5df385064 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Zhou, C., Liu, P., Xu, P., Iyer, S., Sun, J., Mao, Y ., Ma, X., Efrat, A., Yu, P., YU, L., Zhang, S., Ghosh, G., Lewis, M., Zettlemoyer, L., and Levy, O
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7668a147-c060-4f66-9542-3e25fbab4e2b · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning Hendrycks, D., Burns, C., Kadavath, S., Arora, A., Basart, S., Tang, E., Song, D., and Steinhardt, J
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cec1b51e-72af-46b9-a1e6-6cfa1560a1b0 · outbound
Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb860176-afdd-46c6-9882-d04c34b565db · inbound
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 133
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation caa28759-3517-4e23-a4e8-bc3cd5722d79 · inbound
A Survey on Latent Reasoning Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 127
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acac367c-6853-4a12-bfdb-52a0ae99585f · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 232
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bef66cad-5302-49c5-8eaf-3b2991ea9008 · inbound
Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e1e2dbd0-a1ec-4b87-8e99-9c095c0739de · inbound
Implicit Reasoning in Large Language Models: A Comprehensive Survey Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c26213f1-e50b-4f10-bde6-cb6dd579897d · inbound
SpiralThinker: Latent Reasoning through an Iterative Process with Text-Latent Interleaving Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 04a2047a-28f0-4b28-b13d-249b1b40036d · inbound
DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d8f100ec-b7c8-43b0-8eb8-0a6a951c7c16 · inbound
Recursive Scaling in Masked Diffusion Models Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a4d366e-0137-43fb-9530-013e54924497 · inbound
When Does Recurrence Become an Algorithm? Convergence Selection in Weight-Tied Looped Transformers Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.