Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:39:04.514038Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2505.24181.
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 2026-08-07T12:39:04.514038Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation dde7aa3c-ed48-48dc-9334-dde0d9709418 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Chain-of-thought prompting elicits reasoning in large language models
Reference 1
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Observation b5544222-9afa-4a04-8d7a-509298b1f0b5 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Automatic Chain of Thought Prompting in Large Language Models
Reference 2
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Observation c754ec0a-1e7d-4e88-a383-b57181211238 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Active Prompting with Chain-of-Thought for Large Language Models
Reference 3
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Observation cb28468c-7a37-4518-924f-54e70fca265f · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Reference 4
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Observation 7d448e25-ed0b-457a-b9fe-a9ade83eb831 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought On the inductive bias of stacking towards improving reasoning
Reference 5
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 313c5f69-0ace-448c-9ea0-494ca7f5c280 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Zero Token-Driven Deep Thinking in LLMs: Unlocking the Full Potential of Existing Parameters via Cyclic Refinement
Reference 6
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Observation 9f4f3ba8-e72d-40ff-9ee7-72bce75c6385 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Reasoning with Latent Thoughts: On the Power of Looped Transformers
Reference 7
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Observation 630c0bab-e66f-40da-9c36-a46d52065b34 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA
Reference 8
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Observation 10cbbbc7-e76b-49f5-ae66-853b43d1d359 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Decomposed Prompting: A Modular Approach for Solving Complex Tasks
Reference 9
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Observation 2adcf3b0-d984-479c-a18c-2544c3837247 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Reference 10
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Observation 506b41a4-bf4b-49d9-9a15-72af3a406299 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning
Reference 11
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Observation 0d73ee2a-9e30-4d1c-adc5-174283bca839 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 12
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Observation 389e2b64-ab36-4053-a795-36153396c59b · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations
Reference 13
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Observation 1ca5d673-53dc-49c1-84be-7ffa980db0f6 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples
Reference 14
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Observation 7e35f750-3716-42a7-88b1-4dbb4526b9d0 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Teaching Large Language Models to Reason with Reinforcement Learning
Reference 15
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Observation 442c5e99-b733-4c97-8aa2-459008e02f7f · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Towards revealing the mystery behind chain of thought: a theoretical perspective
Reference 16
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Observation d0f4a3e7-eec9-429e-9811-e6e2436cd3dd · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango
Reference 17
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Observation 412d19c6-9ed3-41f9-994b-9684f7cccb7f · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
Reference 18
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Observation baa17150-f9e6-4f3c-a93c-994f0a5da3ad · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Implicit Chain of Thought Reasoning via Knowledge Distillation
Reference 19
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Observation 8eef7af6-2169-4f1a-9e79-346184e6a43f · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Training Large Language Models to Reason in a Continuous Latent Space
Reference 20
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Observation ef4547e2-1f80-4b00-8d1d-3a9278426291 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Universal Transformers
Reference 21
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Observation f426f003-757e-443c-991e-ed36f67f5254 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Looped transformers as programmable computers
Reference 22
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Observation 18ca2c93-1902-4af6-bec1-5eca8dbfa16a · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Looped Transformers for Length Generalization
Reference 23
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Observation 0be0c23a-6cb7-4995-b056-ce92355cf768 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Sparse Universal Transformer
Reference 24
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Observation 42830951-779f-4436-8dae-cfbc2b4694e2 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling
Reference 25
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Observation d2c56fc4-33c1-4159-a480-c4f16df5e15c · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Distilling the Knowledge in a Neural Network
Reference 26
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Observation 6fbc69df-34b4-4764-a4b6-4a45d8a3c26c · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Knowledge distillation: A survey
Reference 27
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Observation 82929eb2-9a40-46bd-ba10-b015aa6cc8d7 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Distilling knowledge via knowledge review
Reference 28
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3bf4fef3-6d33-425d-b912-c3026e9b5dc7 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Sequence-level knowledge distillation
Reference 29
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Observation d38df3ce-806f-439c-af65-295494651df8 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
Reference 30
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Observation 14285c21-d0ad-49fb-946a-5807509d2a78 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Knowledge Distillation of Black-Box Large Language Models
Reference 31
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7ef4a804-9d0b-4784-8126-ff010bf97736 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Baby Llama: knowledge distillation from an ensemble of teachers trained on a small dataset with no performance penalty
Reference 32
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Observation 1bb69e46-97fc-4539-be92-676476e448e2 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Less is more: Task-aware layer-wise distillation for language model compression
Reference 33
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e476cb93-e62d-4242-a20d-9fa7adadab03 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought On the efficacy of knowledge distillation
Reference 34
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Observation 04849e67-5717-454d-8d36-ebca2d9c7489 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Improved knowledge distillation via teacher assistant
Reference 35
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Observation 7e70aa5e-28f4-4b46-9fbd-1b76d123f189 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Distillation Scaling Laws
Reference 36
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Observation 9b232ca3-5d9f-449f-b267-2cc340b1e6ea · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Qwen2.5: A party of foundation models, September 2024
Reference 37
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Observation 42f26d79-e360-44cc-87fa-62f8e73b84a0 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Free dolly: Introducing the world’s first truly open instruction-tuned llm, 2023
Reference 38
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Observation 11039d38-8b1c-4a15-ac1d-1bd663373f48 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Qwen2 Technical Report
Reference 39
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Observation 01ee158a-021f-472b-a3c8-aa00a2f29eb7 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Llamafactory: Unified efficient fine-tuning of 100+ language models
Reference 40
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Observation 35f82636-5f70-4a7b-8e4a-17c1677b1682 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Instruction Tuning with GPT-4
Reference 41
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Observation 42b94e28-e775-47d2-bc4c-569bda335970 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Alpaca-cot: An instruction fine-tuning platform with instruction data collection and unified large language models interface
Reference 42
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5ae7f865-bba1-42c4-a332-6745888e0355 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought WikiQA: A challenge dataset for open-domain question answering
Reference 43
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 16eb53f3-4dc6-4d3c-a7e2-5ea84c40a0b6 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Code alpaca: An instruction-following llama model for code generation
Reference 44
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Observation 1a2e754c-441d-433e-82b2-00cc8baccd60 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Rethinking Kullback-Leibler Divergence in Knowledge Distillation for Large Language Models
Reference 45
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Observation e1f90421-514d-4098-80ee-5681845a4196 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought The language model evaluation harness, 07 2024
Reference 46
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Observation 5c14a53f-ea7c-4ca0-9937-38af2789aca1 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 47
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Observation cff1fc21-6759-4fdf-8161-a842998c528e · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Can a suit of armor conduct electricity? a new dataset for open book question answering
Reference 48
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Observation dcb00a52-b591-4748-8654-26589f9663cd · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought TruthfulQA: Measuring how models mimic human falsehoods
Reference 49
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Observation 2459a287-42da-4e4c-9a83-08be351e21e0 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Training verifiers to solve math word problems, 2021
Reference 50
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Observation 6adf213a-003e-43a6-82a2-a4031cb5b3e1 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Measuring massive multitask language understanding
Reference 51
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Observation 869e1db9-55b1-4c01-a24d-4c0d66542232 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Coqa: A conversational question answering challenge
Reference 52
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Observation 53ebe8ae-81dc-4217-aae2-0f77c72c3473 · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Reference 53
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Observation 96f43904-4d0e-4ab3-a015-075e711a745f · outbound
SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Program Synthesis with Large Language Models
Reference 54
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No inbound Pith citation observations are available.