Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:12:25.623382Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 7 inbound Pith citation observations for arXiv:2505.19716.
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 2026-08-07T14:12:25.623382Z
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, observed 2026-08-06T17:54:17.874108Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T16:57:10.052051Z
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fe3ac122-7ce5-4976-aad0-69fa32b1120d · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dacdaff-e95c-42fd-a8d5-d611d5a31749 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Introducing openai o1,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7ddcfde6-1b46-418e-afd2-562a538af7e5 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting LIMO: Less is More for Reasoning
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c22e9a93-10c7-45f3-bd8f-2ea0ed615688 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Large Language Models Are Reasoning Teachers
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d22e6a9-6126-466e-be00-3a73151602cb · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df9b0114-9f54-4bf1-a263-04a9dd5f1816 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting s1: Simple test-time scaling
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 857e40f0-629c-4ec6-a05c-83cfacac4271 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b57c8b2-e6c3-4b48-b57c-fe3f7cdd27b9 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68bf2191-4fbe-4761-b4ed-16c067eeb731 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a36e239e-968d-4ef5-89c2-566f26c6d3fa · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d3b80ea-5712-4fd7-ab7e-73f2a7a937a8 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Seal: Steerable reasoning calibration of large language models for free,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f088304b-bf5e-4998-aed4-301895d6b26b · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Over-Reasoning and Redundant Calculation of Large Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b83b4ab6-c98e-4875-817a-4ca61720ad3a · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Open Thoughts,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54785468-b870-4e52-9c11-c96597a6ddc0 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Sky-t1: Train your own o1 preview model within $450,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3e200c4b-2622-4226-bfdb-4d622dc54603 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a10d21b9-2282-4e3b-aa8f-7c349f5eae31 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting AFlow: Automating Agentic Workflow Generation
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5efbf6a8-52d4-4c81-b3e7-459235bba2e1 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Self-Supervised Prompt Optimization
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44a533b5-e288-4171-b911-3b56cf6eb385 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36f317ac-b174-442a-aade-8c4e9adccc93 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fb8d969-ff51-4c66-a78b-642daa926a0b · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acd10a3f-ac0b-4f4a-b682-52512719937f · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Atom of thoughts for markov llm test-time scaling,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09c4a7bd-c54b-40f8-babd-dacfd1d940b4 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Lightthinker: Thinking step-by-step compression,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 03b02f52-9b9a-403c-8a0a-4d6b67fbab6b · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Sketch-of-thought: Efficient llm reasoning with adaptive cognitive- inspired sketching,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b8a7f06-fb79-4d11-822e-3dbd180aeaee · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a308ca77-b27f-4762-ab0d-c703f228f2ba · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Rethinking the Generation of High-Quality CoT Data from the Perspective of LLM-Adaptive Question Difficulty Grading
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67dd1aab-8b9a-449c-a0bc-0b868b3dcbe4 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting 1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 816b8f40-0261-4d0c-9048-ad6dd631581d · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67a795c4-3d88-47be-bda0-0d15feba62c8 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Open r1: A fully open reproduction of deepseek-r1,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation be7d977d-b6a2-4064-8d2a-e232e9a9e2a8 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Measuring Mathematical Problem Solving With the MATH Dataset
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea2ab3b6-aa7f-4ccf-8a9e-baced2683ff4 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Training Verifiers to Solve Math Word Problems
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c9a6b25-2eee-4874-9a62-a376df2cf583 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Aime 2024,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b22f1198-73f7-48de-931d-4b1c26d27c39 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Aime 2025,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2352ece7-1f1c-4c49-a96b-27d81079329e · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Correlated Noise Provably Beats Independent Noise for Differentially Private Learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 797373cc-dc44-4691-b553-729081366bc5 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Minervamath,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 281a2d02-55ae-4e29-8c50-eb1f92439bd9 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Gpqa: A graduate-level google-proof q&a benchmark,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d5e8772-f66c-456f-a66f-85d43e3b6f5e · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Evaluating the Performance of Large Language Models on GAOKAO Benchmark
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0119119-8848-4ac8-b117-dafba6017b0b · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Mmlu-stem,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c7e62a5e-109e-4359-aeef-7cf7e63409c8 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Chain of Draft: Thinking Faster by Writing Less
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9e33716-a22a-4a33-b8ba-e89bc807d2c1 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Token-Budget-Aware LLM Reasoning
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68c2a5b1-9cd9-4e65-8b2e-a291a8194b5f · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c794c44-3630-410e-865c-6a2de504f400 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4d3272ef-6ead-4aea-bbef-4f25f89efe25 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 86119216-0b1b-4d26-8538-392820e3b2a8 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting 0,...,n-1
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53f2dcf6-1b57-4222-98a3-7330f4ad18ef · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f686cc3-2515-40ba-aa8f-2aab487d2d9e · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f4065fd-a65e-40ca-a3bf-e05535a4952e · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dbca888f-36c3-4bc3-ac20-436b76b27ce6 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting natural numbers,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 96ed3e14-9b31-4105-a252-e1cf12074691 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7fbf4942-8291-44cd-908c-4efc069fa3e2 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a72d132c-9a25-43b5-bdf1-f782b67312e8 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f25cca06-4fb0-47c7-96ad-e4999412ca83 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting \] Since \(a + b + c = 2p\), this simplifies to: \[ \frac{1}{a} + \frac{1}{b} + \frac{1}{c} \geq \frac{9}{2p}
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a39bfa95-e09e-46da-a4bd-a39675435eff · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting \] Thus, the inequality \(h_1 + h_2 + h_3 \geq 9r\) is proven
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dba888cd-faea-40df-9c8b-ade66e11cbf6 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Inradius r = \Delta/s = 6/6 = 1
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5f8ec18d-5b41-4bb5-b675-cd600b7b23ee · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6ac5ccb7-b90d-4d37-8e38-df0d958eb3b7 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 116d41d0-0183-43fe-8507-597f804fc398 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2f06ff5a-0dc7-4463-81a3-1212d37e0d85 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61609473-6ee3-4d0d-8beb-f88b82bd2f6e · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d7f3daa6-f1b7-4c29-9b29-d630c3fddd61 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Therefore, the inequality \( h_1 + h_2 + h_3 \geq 9r \) is proven
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d3abac64-8889-45ba-ad1f-f1b108d2d334 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting - Sum of heights: \( h_1 + h_2 + h_3 = 2\Delta\left(\frac{1}{a} + \ frac{1}{b} + \frac{1}{c}\right) \)
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation acc66748-c9fb-40f2-9186-0e8bac8756dc · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting \] Cancel \( \Delta \) and multiply through by \( s \): \[ 2s\left(\frac{1}{a} + \frac{1}{b} + \frac{1}{c}\right) \geq 9
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 41dd597c-a43e-443a-b9bc-ba166f5736a3 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6975ddb5-5956-47d4-a902-2a2802016c98 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting \] Equality holds if and only if \( a = b = c \) (equilateral triangle )
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 43229df1-972e-4a8f-b9c7-f8eac96db248 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Examples and edge cas es confirm 30 the validity of the result
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7b17f587-2aec-41ea-a529-2758ca862718 · outbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting So r = 1.984 / 3.5 \approx 0.567
Reference 375
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6869e0b7-0382-4ef7-b815-fee3a00385b6 · inbound
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 195
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7d8d7a6b-cbf8-4af3-a16f-7d2f71f36670 · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 205
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3031dba2-4c97-42d7-8787-3b8d792ff236 · inbound
DeepEye-SQL: A Software-Engineering-Inspired Text-to-SQL Framework Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 699b9c19-f123-4b2c-8272-37883cf218b1 · inbound
TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3b8b9a5f-5ff0-4519-a0d2-d661feef394b · inbound
From Experience to Skill: Multi-Agent Generative Engine Optimization via Reusable Strategy Learning Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e957e801-ff61-474d-a182-30d2420caa32 · inbound
Reasoning Compression with Mixed-Policy Distillation Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f5aedf48-1b74-4a28-a7e2-4b1d793d8918 · inbound
DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.