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Paper Citation Record · LEDGER

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting

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.

pith.paper-citation-record.v1
2505.19716 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:12:25.623382Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:54:17.874108Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T16:57:10.052051Z

Reference resolution

65 of 65 outbound references displayed

  • verified exact2
  • verified fuzzy20
  • unresolved43
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe3ac122-7ce5-4976-aad0-69fa32b1120d · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

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no resolver link, observed 2026-08-07T14:12:19.402860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.402860Z digest=sha256:97c5b2ae251733e4233ba9385bf3f3e6aec47dd58b77d6d2b0da180d59b26f5a

Observation 5dacdaff-e95c-42fd-a8d5-d611d5a31749 · outbound

This paper cites Introducing openai o1,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Introducing openai o1,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:31.808419Z

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.

source=pdf_text observed=2026-08-07T14:12:19.484457Z digest=sha256:900d0c09c40f705cd60a7fbbcbe95cfcacb58e6bd5f04cc37b88a83e3ec42e0e

Observation 7ddcfde6-1b46-418e-afd2-562a538af7e5 · outbound

This paper cites LIMO: Less is More for Reasoning.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting LIMO: Less is More for Reasoning

Reference 3

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no resolver link, observed 2026-08-07T14:12:19.559350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.559350Z digest=sha256:567c1856827e048e50aa379accab96a650b1e16540b926bbbbb746cfd8672d2c

Observation c22e9a93-10c7-45f3-bd8f-2ea0ed615688 · outbound

This paper cites Large Language Models Are Reasoning Teachers.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Large Language Models Are Reasoning Teachers

Reference 4

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no resolver link, observed 2026-08-07T14:12:19.649139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.649139Z digest=sha256:fe84e06458f3fd80af278d8aa5af15ac39037ac8e38e22b28c693939eff062f6

Observation 7d22e6a9-6126-466e-be00-3a73151602cb · outbound

This paper cites 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 Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.751881Z digest=sha256:3645923527da9de0217db02f68c49c9a513a267ab4353b390f83d1757873ba55

Observation df9b0114-9f54-4bf1-a263-04a9dd5f1816 · outbound

This paper cites s1: Simple test-time scaling.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting s1: Simple test-time scaling

Reference 6

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no resolver link, observed 2026-08-07T14:12:19.847827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.847827Z digest=sha256:2e9ea2412e27e8ea37476a6d3f4c1b53d7bcce3f485a964c9cce04c35f044c3b

Observation 857e40f0-629c-4ec6-a05c-83cfacac4271 · outbound

This paper cites Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond.

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

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no resolver link, observed 2026-08-07T14:12:19.947222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.947222Z digest=sha256:58c569ad3ba1f7ed502842c262257cc82453acbbd59766620b5b3e86a021ccc5

Observation 6b57c8b2-e6c3-4b48-b57c-fe3f7cdd27b9 · outbound

This paper cites ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates

Reference 8

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source=pdf_text observed=2026-08-07T14:12:20.028573Z digest=sha256:eaf5345587a54cc063a1b7a4052bb9411a5576b195053a424379cfdf0f6a2525

Observation 68bf2191-4fbe-4761-b4ed-16c067eeb731 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

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

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no resolver link, observed 2026-08-07T14:12:20.123258Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.123258Z digest=sha256:e153f5f0dc9fd35d8261f5e7cb3824abb98953e1ee879f11414f7fcac9e15a05

Observation a36e239e-968d-4ef5-89c2-566f26c6d3fa · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

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

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no resolver link, observed 2026-08-07T14:12:20.214513Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.214513Z digest=sha256:40e9757c9ba4c99c25e91852e6ccdbc908dec5f41d9b45f5217740e0b336c82f

Observation 2d3b80ea-5712-4fd7-ab7e-73f2a7a937a8 · outbound

This paper cites Seal: Steerable reasoning calibration of large language models for free,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Seal: Steerable reasoning calibration of large language models for free,

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.293976Z digest=sha256:d73a9510416b1d68cd0dd2e04382a3b99a8bd93c6c32148d3a8f11c90b6e3d00

Observation f088304b-bf5e-4998-aed4-301895d6b26b · outbound

This paper cites Over-Reasoning and Redundant Calculation of Large Language Models.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Over-Reasoning and Redundant Calculation of Large Language Models

Reference 12

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no resolver link, observed 2026-08-07T14:12:20.396273Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.396273Z digest=sha256:abd59f9c3e3609ee2a3a5b6a9fe7937953b8f2384cdcbd3f4a02e224c4b3ef9d

Observation b83b4ab6-c98e-4875-817a-4ca61720ad3a · outbound

This paper cites Open Thoughts,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Open Thoughts,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:31.567233Z

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.

source=pdf_text observed=2026-08-07T14:12:20.512157Z digest=sha256:c6bad30fb8d0b868c3bd70fceab6088acdb594ea3308f24fee42e9c9b42ed8bf

Observation 54785468-b870-4e52-9c11-c96597a6ddc0 · outbound

This paper cites Sky-t1: Train your own o1 preview model within $450,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Sky-t1: Train your own o1 preview model within $450,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:31.210618Z

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.

source=pdf_text observed=2026-08-07T14:12:20.634578Z digest=sha256:a172d2d4b52cbf5bac4ad49094ae0081a467a4115be1e6c38055d464213d74b1

Observation 3e200c4b-2622-4226-bfdb-4d622dc54603 · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

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

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no resolver link, observed 2026-08-07T14:12:20.744113Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.744113Z digest=sha256:6fcebbacf655a469f70c3bb88acee5f4eeba9dc51f1b8c72438c899e59007800

Observation a10d21b9-2282-4e3b-aa8f-7c349f5eae31 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting AFlow: Automating Agentic Workflow Generation

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.859057Z digest=sha256:003292ecc1fb6c60ffa4be114bee1b0e74dcef1204517ff31c58903e34a900ba

Observation 5efbf6a8-52d4-4c81-b3e7-459235bba2e1 · outbound

This paper cites Self-Supervised Prompt Optimization.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Self-Supervised Prompt Optimization

Reference 17

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source=pdf_text observed=2026-08-07T14:12:20.958559Z digest=sha256:7e8f693aa63b9f055263b6acc9ae1674cdd8ec4eba8e21c4667ced294ebb0bfc

Observation 44a533b5-e288-4171-b911-3b56cf6eb385 · outbound

This paper cites LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.066283Z digest=sha256:ec38a9ce5b6403d02f5b412fbe45dfcbac2a15d544d20c9cd18e1336706f8dc8

Observation 36f317ac-b174-442a-aade-8c4e9adccc93 · outbound

This paper cites A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond,.

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

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no resolver link, observed 2026-08-07T14:12:21.172965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.172965Z digest=sha256:8395c1d58846624efc8b2a48b39a672bd22fc1e88601dbd56f890b548d45c595

Observation 3fb8d969-ff51-4c66-a78b-642daa926a0b · outbound

This paper cites Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation.

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.256155Z digest=sha256:c288d5a898300d5866392d8138301c78254c9e70970b983a1b33425ea41069f4

Observation acd10a3f-ac0b-4f4a-b682-52512719937f · outbound

This paper cites Atom of thoughts for markov llm test-time scaling,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Atom of thoughts for markov llm test-time scaling,

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.341896Z digest=sha256:e2bf436bdfd4e4e604ad93394867c73f4c8e1926083570d92d5f5eb74f049365

Observation 09c4a7bd-c54b-40f8-babd-dacfd1d940b4 · outbound

This paper cites Lightthinker: Thinking step-by-step compression,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Lightthinker: Thinking step-by-step compression,

Reference 22

Resolution
verified exact
doi, observed 2026-08-07T14:12:25.861224Z

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.

source=pdf_text observed=2026-08-07T14:12:21.460312Z digest=sha256:7e6a228ee83c8407611ee626c8d3528de7bfd25a48fa7b1f7fe7d250fa06f5d3

Observation 03b02f52-9b9a-403c-8a0a-4d6b67fbab6b · outbound

This paper cites Sketch-of-thought: Efficient llm reasoning with adaptive cognitive- inspired sketching,.

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.531887Z digest=sha256:710e677fcfb371355e1cda9b8638d17c4b955fc79bb0958222ed0e89de344d34

Observation 8b8a7f06-fb79-4d11-822e-3dbd180aeaee · outbound

This paper cites Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization

Reference 24

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source=pdf_text observed=2026-08-07T14:12:21.637161Z digest=sha256:bc0ec3297dd776e37be117a21e9a9646b4a06e77d469554918b665b7d7fbf3c2

Observation a308ca77-b27f-4762-ab0d-c703f228f2ba · outbound

This paper cites Rethinking the Generation of High-Quality CoT Data from the Perspective of LLM-Adaptive Question Difficulty Grading.

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

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source=pdf_text observed=2026-08-07T14:12:21.745477Z digest=sha256:42d2e7ebb23d46451d10eeb407a7b1705b861470bef9648adf0a07e16e043b51

Observation 67dd1aab-8b9a-449c-a0bc-0b868b3dcbe4 · outbound

This paper cites 1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training.

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

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no resolver link, observed 2026-08-07T14:12:21.867382Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.867382Z digest=sha256:34532bfdba0a2b0b4a0800a7d0245faa438732ae61e7d21f07a984e79b15b473

Observation 816b8f40-0261-4d0c-9048-ad6dd631581d · outbound

This paper cites Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models.

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

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source=pdf_text observed=2026-08-07T14:12:21.953379Z digest=sha256:199a9c395d1cf9d5ce990ece838f030b2c39e0eb22d55efdd6e426261fb14f46

Observation 67a795c4-3d88-47be-bda0-0d15feba62c8 · outbound

This paper cites Open r1: A fully open reproduction of deepseek-r1,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Open r1: A fully open reproduction of deepseek-r1,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-07T14:12:31.010413Z

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.

source=pdf_text observed=2026-08-07T14:12:22.050145Z digest=sha256:04b6cff5641f6084e34847ab2e27e6f8afb84597ab48f62255fcb7d33fb150c5

Observation be7d977d-b6a2-4064-8d2a-e232e9a9e2a8 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Measuring Mathematical Problem Solving With the MATH Dataset

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:22.133149Z digest=sha256:1b03641a7a62334b46dca2d118b2b657831359c958da6af2dee2846fb053a237

Observation ea2ab3b6-aa7f-4ccf-8a9e-baced2683ff4 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Training Verifiers to Solve Math Word Problems

Reference 30

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source=pdf_text observed=2026-08-07T14:12:22.207956Z digest=sha256:08bf2c6f9e1f1b15b49da5b168408737be08e571a711b01dd9d7871d9a0598d4

Observation 2c9a6b25-2eee-4874-9a62-a376df2cf583 · outbound

This paper cites Aime 2024,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Aime 2024,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:30.781427Z

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.

source=pdf_text observed=2026-08-07T14:12:22.305828Z digest=sha256:88544baba710f1ec7a75bcd8bd476d93a6aaf4462855f33853d825e7f97e42cd

Observation b22f1198-73f7-48de-931d-4b1c26d27c39 · outbound

This paper cites Aime 2025,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Aime 2025,

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-07T14:12:30.542412Z

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.

source=pdf_text observed=2026-08-07T14:12:22.407167Z digest=sha256:255af1b503a269d043c7c89cc62732152fd4e97e57c8c95a3f4f9d64ac3ba059

Observation 2352ece7-1f1c-4c49-a96b-27d81079329e · outbound

This paper cites Correlated Noise Provably Beats Independent Noise for Differentially Private Learning.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Correlated Noise Provably Beats Independent Noise for Differentially Private Learning

Reference 33

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verified exact
local_arxiv, observed 2026-08-07T14:12:26.042842Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:12:22.506358Z digest=sha256:26cb0e9f4fdb8f907ce90738fe68924effc79ecbeb9272aee41f35744b0ecb2a

Observation 797373cc-dc44-4691-b553-729081366bc5 · outbound

This paper cites Minervamath,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Minervamath,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:30.336333Z

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.

source=pdf_text observed=2026-08-07T14:12:22.599293Z digest=sha256:d0091ae6970fe34b92c1378dfe0fc5552368e1f4a1491de01e3446f9dfdc39ff

Observation 281a2d02-55ae-4e29-8c50-eb1f92439bd9 · outbound

This paper cites Gpqa: A graduate-level google-proof q&a benchmark,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Gpqa: A graduate-level google-proof q&a benchmark,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:30.215271Z

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.

source=pdf_text observed=2026-08-07T14:12:22.675539Z digest=sha256:28f0071b60519c439e664db505edd288252df43e2b54e1ec082211e24ad97385

Observation 1d5e8772-f66c-456f-a66f-85d43e3b6f5e · outbound

This paper cites Evaluating the Performance of Large Language Models on GAOKAO Benchmark.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Evaluating the Performance of Large Language Models on GAOKAO Benchmark

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:22.750533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:22.750533Z digest=sha256:095370493ffb6a1c66fb0d47cb5b619a35e1a7d68053c33cf35e3a4d4de31de7

Observation c0119119-8848-4ac8-b117-dafba6017b0b · outbound

This paper cites Mmlu-stem,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Mmlu-stem,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:30.125320Z

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.

source=pdf_text observed=2026-08-07T14:12:22.835059Z digest=sha256:6a66b9f69a666e82ac4600561206948730cea475aa597c8767b569f37ba96d55

Observation c7e62a5e-109e-4359-aeef-7cf7e63409c8 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Chain of Draft: Thinking Faster by Writing Less

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:22.914962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:22.914962Z digest=sha256:e73d5b57be237e25724b4334eaf7dfe3972cc4c05eba43e722943bf193937724

Observation e9e33716-a22a-4a33-b8ba-e89bc807d2c1 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Token-Budget-Aware LLM Reasoning

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:23.002106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:23.002106Z digest=sha256:2b772b17bd1abea213738761edeed0a01ee403a75d5852450a6475dcad0e6c51

Observation 68c2a5b1-9cd9-4e65-8b2e-a291a8194b5f · outbound

This paper cites LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:23.078185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:23.078185Z digest=sha256:c36ad5d774243d1dec8f3da5d9f02104a4b2e727b8e46254a91386afa5e2de2f

Observation 0c794c44-3630-410e-865c-6a2de504f400 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:30.018173Z

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.

source=pdf_text observed=2026-08-07T14:12:23.176968Z digest=sha256:7379c66ccc4e125e98fc708fee9ac1fc092e821aec8e8bf355c0d2825be48106

Observation 4d3272ef-6ead-4aea-bbef-4f25f89efe25 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:29.895555Z

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.

source=pdf_text observed=2026-08-07T14:12:23.274964Z digest=sha256:6a256625734c4fdcc4420e3f411143d6ec527670f38675192f43ebb0c784a70e

Observation 86119216-0b1b-4d26-8538-392820e3b2a8 · outbound

This paper cites 0,...,n-1.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting 0,...,n-1

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:29.758118Z

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.

source=pdf_text observed=2026-08-07T14:12:23.348755Z digest=sha256:ba91eed5009ed65da19dcd9617c893a82368be437b4be95d229755bdc6cc82dc

Observation 53f2dcf6-1b57-4222-98a3-7330f4ad18ef · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:29.606646Z

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.

source=pdf_text observed=2026-08-07T14:12:23.455206Z digest=sha256:be46d1580b5da2791cb0a03ce64d8cdb9e07d46d4d119aac1ada3e168956359c

Observation 4f686cc3-2515-40ba-aa8f-2aab487d2d9e · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:29.446740Z

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.

source=pdf_text observed=2026-08-07T14:12:23.550932Z digest=sha256:d8c08c0473f9f76a80c89fae7269c747b5335d10a523dfa3635a093dfce1c251

Observation 4f4065fd-a65e-40ca-a3bf-e05535a4952e · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:29.366487Z

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.

source=pdf_text observed=2026-08-07T14:12:23.661165Z digest=sha256:79831a38e3be5b299329db9d7c0b00464e58ff0c7d497f331b9e658a8b37b655

Observation dbca888f-36c3-4bc3-ac20-436b76b27ce6 · outbound

This paper cites natural numbers,.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting natural numbers,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:29.207784Z

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.

source=pdf_text observed=2026-08-07T14:12:23.739546Z digest=sha256:869ec8a01203b93fb7338be4a4bf72eb7461c38c35230916b6057bdf2ed9c72f

Observation 96ed3e14-9b31-4105-a252-e1cf12074691 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:29.060484Z

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.

source=pdf_text observed=2026-08-07T14:12:23.844446Z digest=sha256:c3f57fecc69aa1a89dd2f30249789de2d24c8707d9fe99547c9c7a06f6ab2fb0

Observation 7fbf4942-8291-44cd-908c-4efc069fa3e2 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:28.899083Z

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.

source=pdf_text observed=2026-08-07T14:12:23.951702Z digest=sha256:a9c6f5cf62302ede7c066c3512c1084034e0f06bc60d06ef022983c58dec77be

Observation a72d132c-9a25-43b5-bdf1-f782b67312e8 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:28.779966Z

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.

source=pdf_text observed=2026-08-07T14:12:24.048478Z digest=sha256:e37b2304825afd889cdab2e6070e9b1560e55924241846578fe9101a20402b75

Observation f25cca06-4fb0-47c7-96ad-e4999412ca83 · outbound

This paper cites \] Since \(a + b + c = 2p\), this simplifies to: \[ \frac{1}{a} + \frac{1}{b} + \frac{1}{c} \geq \frac{9}{2p}.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:28.622265Z

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.

source=pdf_text observed=2026-08-07T14:12:24.177100Z digest=sha256:a7fb6f2da9d109a4f4118c3ca1e3a48b373f39f9c283cedf14b13cb1db372553

Observation a39bfa95-e09e-46da-a4bd-a39675435eff · outbound

This paper cites \] Thus, the inequality \(h_1 + h_2 + h_3 \geq 9r\) is proven.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:28.514447Z

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.

source=pdf_text observed=2026-08-07T14:12:24.315114Z digest=sha256:2bbf5f80303a8fdd83e99a7bfdad122324b580199a2789de167f3e41b6b69dc3

Observation dba888cd-faea-40df-9c8b-ade66e11cbf6 · outbound

This paper cites Inradius r = \Delta/s = 6/6 = 1.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Inradius r = \Delta/s = 6/6 = 1

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:28.341736Z

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.

source=pdf_text observed=2026-08-07T14:12:24.423216Z digest=sha256:6fa7f243c6f0e5ba7143a0bd9c162ebdc337fe85aa6440b17be114987eb44f92

Observation 5f8ec18d-5b41-4bb5-b675-cd600b7b23ee · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:28.004559Z

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.

source=pdf_text observed=2026-08-07T14:12:24.599766Z digest=sha256:22aa96959914bdf2459afd28ea20ed7f4a97e8e89f5719ed3e63a9a1a306f11c

Observation 6ac5ccb7-b90d-4d37-8e38-df0d958eb3b7 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:27.863440Z

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.

source=pdf_text observed=2026-08-07T14:12:24.724484Z digest=sha256:a3bb02444b995b6d0c770227df69ef41557d06a7ccb3a6efb2be13fed4132ef2

Observation 116d41d0-0183-43fe-8507-597f804fc398 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:27.740294Z

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.

source=pdf_text observed=2026-08-07T14:12:24.862129Z digest=sha256:f773ea9310676a89d33ba6aef73596bbda0e1b359063f9564bb8d945ec725663

Observation 2f06ff5a-0dc7-4463-81a3-1212d37e0d85 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:27.600358Z

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.

source=pdf_text observed=2026-08-07T14:12:24.970927Z digest=sha256:3b61c31e5e05f97d7a4997c06c6743b49e0ed5d1073e7c976b46a49e0f241240

Observation 61609473-6ee3-4d0d-8beb-f88b82bd2f6e · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:27.455988Z

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.

source=pdf_text observed=2026-08-07T14:12:25.055713Z digest=sha256:756a6c5e1007801cbf38065e4de572c4bd163ef26f8f66141bcf45517df20a47

Observation d7f3daa6-f1b7-4c29-9b29-d630c3fddd61 · outbound

This paper cites Therefore, the inequality \( h_1 + h_2 + h_3 \geq 9r \) is proven.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:27.335189Z

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.

source=pdf_text observed=2026-08-07T14:12:25.150788Z digest=sha256:738e236e5dcd22899939e48d7a10e7df3e49faf2f6c1383b51cc1e7c38fded84

Observation d3abac64-8889-45ba-ad1f-f1b108d2d334 · outbound

This paper cites - Sum of heights: \( h_1 + h_2 + h_3 = 2\Delta\left(\frac{1}{a} + \ frac{1}{b} + \frac{1}{c}\right) \).

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:27.193409Z

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.

source=pdf_text observed=2026-08-07T14:12:25.263677Z digest=sha256:fc3bc201957231353770fc154b0d1fe5e591c02784e225e0d305d0a1b1ee7443

Observation acc66748-c9fb-40f2-9186-0e8bac8756dc · outbound

This paper cites \] Cancel \( \Delta \) and multiply through by \( s \): \[ 2s\left(\frac{1}{a} + \frac{1}{b} + \frac{1}{c}\right) \geq 9.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:27.053538Z

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.

source=pdf_text observed=2026-08-07T14:12:25.331785Z digest=sha256:e5f9daa1d43dc052088a2f9df24078924a51752f69912272f5040c848a4d5511

Observation 41dd597c-a43e-443a-b9bc-ba166f5736a3 · outbound

This paper cites an unresolved cited work.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:12:26.950249Z

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.

source=pdf_text observed=2026-08-07T14:12:25.433224Z digest=sha256:74248722be1be6ec2658dcb7c0b9fa124430e47c15948e6287f2cd5045c04873

Observation 6975ddb5-5956-47d4-a902-2a2802016c98 · outbound

This paper cites \] Equality holds if and only if \( a = b = c \) (equilateral triangle ).

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:26.779974Z

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.

source=pdf_text observed=2026-08-07T14:12:25.516341Z digest=sha256:102bc419ad5399d0dd5fc961e3e6ad77bec7fa1ae6c48d782ce00fd8d813893f

Observation 43229df1-972e-4a8f-b9c7-f8eac96db248 · outbound

This paper cites Examples and edge cas es confirm 30 the validity of the result.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:26.664941Z

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.

source=pdf_text observed=2026-08-07T14:12:25.623382Z digest=sha256:f507299ddab52256cadd4f562dd87ddaf08e85ab4d408566b478ce3aa45ff824

Observation 7b17f587-2aec-41ea-a529-2758ca862718 · outbound

This paper cites So r = 1.984 / 3.5 \approx 0.567.

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting So r = 1.984 / 3.5 \approx 0.567

Reference 375

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:28.156643Z

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.

source=pdf_text observed=2026-08-07T14:12:24.520079Z digest=sha256:ace889c1b6d05dec7110abbdd8634573b399fa37911dfd12304b4e648d21da23

Pith citing papers

Observation 6869e0b7-0382-4ef7-b815-fee3a00385b6 · inbound

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:42:10.767816Z

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.

source=pdf_text observed=2026-05-22T21:39:49.832151Z digest=sha256:21fd2f834951d17a4bda66c1e86b50b1324355111418ab59a7756f8327bbb041

Observation 7d8d7a6b-cbf8-4af3-a16f-7d2f71f36670 · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T17:54:17.874108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:54:17.874108Z digest=sha256:cd5e4be3a71fe7b0bb3af14890a2c4e745f35ef27ce9dd383d7153e967965130

Observation 3031dba2-4c97-42d7-8787-3b8d792ff236 · inbound

DeepEye-SQL: A Software-Engineering-Inspired Text-to-SQL Framework cites this paper.

DeepEye-SQL: A Software-Engineering-Inspired Text-to-SQL Framework Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-18T06:10:57.927204Z

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.

source=pdf_text observed=2026-05-18T06:10:01.470427Z digest=sha256:4379affbee441c8f8b253b52bcb89fc22a998c547801145e13c2d0c052ce168d

Observation 699b9c19-f123-4b2c-8272-37883cf218b1 · inbound

TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models cites this paper.

TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T11:45:20.602246Z

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.

source=pdf_text observed=2026-05-10T11:45:07.257159Z digest=sha256:81a3120acce019ec826275c1d2fc8d97e855128b233fa4e3c24aac70c5634a1c

Observation 3b8b9a5f-5ff0-4519-a0d2-d661feef394b · inbound

From Experience to Skill: Multi-Agent Generative Engine Optimization via Reusable Strategy Learning cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:16:05.593124Z

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.

source=arxiv_source observed=2026-05-10T02:06:32.021051Z digest=sha256:fa285838d581d093ac13a7c1fd2ee7604df31ef81c077c5b160dbf2ab4926a3f

Observation e957e801-ff61-474d-a182-30d2420caa32 · inbound

Reasoning Compression with Mixed-Policy Distillation cites this paper.

Reasoning Compression with Mixed-Policy Distillation Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:56:28.206267Z

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.

source=pdf_text observed=2026-05-12T01:29:02.387691Z digest=sha256:fc8f61c5503c00b245c9336707937224600f8d544a973f8b74805138ea5b39aa

Observation f5aedf48-1b74-4a28-a7e2-4b1d793d8918 · inbound

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling cites this paper.

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-07-02T16:57:10.053551Z

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.

source=pdf_text observed=2026-06-27T22:16:01.457276Z digest=sha256:b5e6959e1ba369119ff4b86076bcad287aed80123057ef395ff08285cc85a533