Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:52:49.765795Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2506.04205.
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 2026-08-07T10:52:49.765795Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
66 of 66 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7553e068-703d-4ea9-b922-0ba1f3cb8889 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022
Reference 1
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Observation 50f87e97-a253-44ae-ac0b-44a8b78d8e6a · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Let’s verify step by step
Reference 2
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Observation 1fd0f809-d993-4ac4-8ea0-e48496cc9145 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Gpqa: A graduate-level google-proof q&a benchmark
Reference 5
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Observation ddc22cce-f9d7-46fc-b52d-4d52b1e54917 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 6
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Observation bbecbb67-53bf-4cad-836a-d7baaeee0af9 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Open r1: A fully open reproduction of deepseek-r1, January 2025
Reference 7
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Observation 195b63ab-3ea6-489d-aa90-7f25ddbe0d50 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Open Thoughts
Reference 8
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Observation af91db63-914f-4f15-846c-b4f0d20c1ef8 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation s1: Simple test-time scaling
Reference 9
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Observation 7777abc1-fd26-42ad-8b8f-9d2b9a8b2d3b · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation LIMO: Less is More for Reasoning
Reference 10
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Observation ee49e7df-3b1f-41f7-8c25-5f8595217cf2 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 11
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Observation 02cac6bf-36c2-461b-b13f-783b4d571ac2 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs
Reference 12
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Observation 3e091742-8cc5-4d2d-b6a8-15fa6949332e · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Teaching Algorithmic Reasoning via In-context Learning
Reference 13
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Observation 4d4ee36d-7bc7-4e4f-8264-c855b315397a · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Distilling reasoning capabilities into smaller language models
Reference 14
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5701677-c9d1-41f6-ab14-165bb5d1c76f · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Specializing smaller language models towards multi-step reasoning
Reference 15
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1c158de0-7333-4b42-a14a-49b51b670ad6 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Generalthought-195k
Reference 16
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2f37a542-5d93-4922-afa8-2dbfaf206b10 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Sky-t1: Train your own o1 preview model within $450
Reference 17
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 93843c2a-49ba-48e3-9d0c-781d19a30cab · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Bespoke-stratos: The unreasonable effectiveness of reasoning distillation
Reference 18
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Observation 9e8cc1a5-c084-4221-ac3d-a6e3ebf81d9f · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Re-distilling smaller deepseek r1 models for better performance, January 2025
Reference 19
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b67a320c-a385-418c-9cb2-ac8cc0a2f360 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Small models struggle to learn from strong reasoners
Reference 20
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Observation 292b9609-9766-4900-a4d7-9b02281e81cf · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
Reference 21
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Observation fa8cbb43-9442-421d-a8db-d66217ecef7d · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models
Reference 22
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Observation 2862761c-9bea-4600-9376-da6e85da8cd7 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 23
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Observation ab17a2dc-1f40-4848-b9d5-d2a57f276ad7 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models
Reference 24
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Observation ec81d348-18a7-4294-80fd-43521d69084a · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 25
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Observation ac419b76-f34b-485f-9ab3-204195e48e25 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 26
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Observation 2e8fc576-de5a-4077-a0db-c7d85e05a2dd · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 27
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Observation 24fde902-077c-4fba-bc4f-1895e8a99332 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs
Reference 28
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Observation 22c3ab18-3fc2-4c39-9110-3702a75f7411 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 29
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Observation 33260b3a-5eda-464a-be41-d96f88e50944 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 30
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Observation 0fffaa7c-c3cf-4c90-a600-e3b2b07038c1 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search
Reference 31
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Observation 3d3d6509-1b72-4bc0-9dbe-98e0cdd70a1c · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Generat- ing sequences by learning to self-correct
Reference 32
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 954b2356-6baf-43bb-8a3a-55e8fb620164 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Self-Refine: Iterative Refinement with Self-Feedback
Reference 33
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Observation 0ae6e127-f190-44a8-a724-e4e65beda43c · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation From decoding to meta-generation: Inference-time algorithms for large language models,
Reference 34
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df98069d-c01a-4be8-a355-bf5788b300b8 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling
Reference 35
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Observation 6dad952b-f63e-466c-ad18-00dbd4330eb0 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 36
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Observation 85b05d1e-a5fb-488f-b15f-ce1a24ef4d6b · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning
Reference 37
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Observation e415a5cc-c3c6-439f-93cb-5fbc81e808a2 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Tokenskip: Controllable chain-of-thought compression in llms
Reference 38
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Observation fd3a15e7-32cf-4d3b-aed4-a13496f0d60b · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Lightthinker: Thinking step-by-step compression
Reference 39
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Observation 7717239d-8a7a-4d08-97f6-dd607b20b9f7 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Similar: Submodular information measures based active learning in realistic scenarios
Reference 40
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b0d60cd4-46fd-45a8-a180-5172c1066f19 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training
Reference 41
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Observation 0f0b9125-7aaa-41fe-9713-d48a9a0e84c2 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Deduplicating Training Data Makes Language Models Better
Reference 42
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Observation 8d7a7f66-6f0f-4f61-b53f-1ce86d42f75c · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Dataset pruning for resource-constrained spoofed audio detection
Reference 43
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e0e364c-f685-41d0-9fa9-439fd248fe3e · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Contextual diversity for active learning
Reference 44
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f85362d-36e4-43f4-aac3-915b1cff94a6 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Selection via Proxy: Efficient Data Selection for Deep Learning
Reference 45
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Observation 87e23ff1-7ecd-480f-b882-04e06473a068 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Active learning is a strong baseline for data subset selection
Reference 46
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 627d5ee4-0d74-47b6-a819-e74f223fa45b · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Coresets for data-efficient training of machine learning models
Reference 47
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8866c768-dc99-4b75-8919-3d6ccde2859e · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation An Empirical Study of Example Forgetting during Deep Neural Network Learning
Reference 48
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Observation 2f877161-bec9-431a-9ce1-017f6992099d · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Deep learning on a data diet: Finding important examples early in training
Reference 49
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Observation c295cae3-eb0a-489c-8b56-786356d1ea2b · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning
Reference 50
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Observation 4bace416-87e2-43e9-9152-520cdf5dcb52 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Staff: Specu- lative coreset selection for task-specific fine-tuning
Reference 51
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c2e64d93-be90-45dc-b914-c03dbf45b9ce · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation LESS: Selecting Influential Data for Targeted Instruction Tuning
Reference 52
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Observation dce7c1fa-8955-4eca-b5ed-8c3abc88b223 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Lima: Less is more for alignment
Reference 53
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5611cfc9-3ddf-4b9b-823c-ac5fb56c7e39 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation OpenAI o1 System Card
Reference 54
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Observation bde1899b-7687-464e-a0de-9d3016f4d899 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems
Reference 55
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Observation f6d45ce7-ba34-4679-bd80-49b8aa172fb1 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
Reference 56
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Observation 59ca9d86-e389-49b8-8d27-c2c2cf0496b6 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems
Reference 57
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Observation 7e4f9db4-eb03-49f9-93fe-6679630c599b · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Land- scape of thoughts: Visualizing the reasoning process of large language models
Reference 58
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Observation e8525c51-7dc8-4bcd-bfaa-57e1b822fb37 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Estimating mutual information
Reference 59
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Observation 3fa628d8-a111-49da-bcc2-bb35d46ca8b5 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Pointer sentinel mixture models, 2016
Reference 60
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Observation f255497d-6f64-47a9-83c7-2e0d11c5270c · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Math-verify: Math verification library, 2024
Reference 61
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e2818539-ad52-4a83-8805-e7d8b4f331cb · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 62
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Observation a818a938-fc08-46d3-a528-d6681a357f7c · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Qwen2.5 Technical Report
Reference 63
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Observation cb333f73-2947-4d11-b394-2c2cac17f800 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation The Llama 3 Herd of Models
Reference 64
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Observation 7b486ab1-7932-4020-bbfd-c639a059e38a · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Aime problems and solutions
Reference 65
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe61110a-0fb6-48b3-b523-7bf880605ae6 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Unresolved cited work
Reference 2023
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4a6f70b4-328a-4871-bfd8-7e74942e7ec9 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models
Reference 2024
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Observation 877e747a-fb37-44e0-b48f-da98313338e3 · outbound
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Unresolved cited work
Reference 2025
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No inbound Pith citation observations are available.