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Paper Citation Record · LEDGER

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

As of 12 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 2026-08-12T06:34:41.77262+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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:19.402860Z digest=sha256:d7b7157ad0ff9ff9cb8e15a465ed654fa7b73074204572db6022999085b0ecd9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:19.484457Z digest=sha256:9ff0f904800bdaf4ebfb49f4feda2550cc6ff55e8cf50ecb8542e5d292654923

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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source=pdf_text observed=2026-08-07T14:12:19.559350Z digest=sha256:70a5e40d97d7b8896d0b5f4197d23e05c7318199c5e10fd4af746d6a5acb6800

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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source=pdf_text observed=2026-08-07T14:12:19.649139Z digest=sha256:e76a4f5e69c6b9a3f224ac3a0f186398f92abe2996fa3fecbe0b30e84a7b398e

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=pdf_text observed=2026-08-07T14:12:19.751881Z digest=sha256:9c35de33b9d73a01a85ee9675c8723d5ee70bbe1fa573e723d01db871e39cde0

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=sha256:56da341d15ed458d10bdce41c0f25361be027836f702a1d1d42354b59f96839a

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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source=pdf_text observed=2026-08-07T14:12:19.947222Z digest=sha256:02315c32da01d26015a886dc99ef1a2418a206f5bae5de6ed343e3eb24188d69

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:efeaa23456378d901b5cecf2fee9e51608aa4a91713216d08606c779eb4c72ff

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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source=pdf_text observed=2026-08-07T14:12:20.123258Z digest=sha256:a3fff70f4cdfe1c8468858b9ecc16ad2664dbd1bd99629303055273e8870ddbc

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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source=pdf_text observed=2026-08-07T14:12:20.214513Z digest=sha256:efcbea435c9b29a629bb90267b1582dbd3acfc7c376f7826912824e83ab062e2

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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source=pdf_text observed=2026-08-07T14:12:20.293976Z digest=sha256:5be90b699218db1475a821a86700b5aadc0822b8d36a6ae0ca31f8f45a74cf7a

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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source=pdf_text observed=2026-08-07T14:12:20.396273Z digest=sha256:c43d8dec5709e692808bf5bd8c54ab37c2d31459f4750edc608d670a70d4db8d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:20.512157Z digest=sha256:5974ab7a4a4aeb0b7297ec9cd0a4c3317ca8309158267566fd298c588b016a55

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:20.634578Z digest=sha256:77ec27f937a0a7659d30fff40abe8cc8ffb8f8f03aa79bdbf4251d85f670c37c

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:20.744113Z digest=sha256:8b26bad9c43bb435f8c3b54629f4e84d6166f9f3be65e9747fef9114086efea2

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=sha256:3d2a6730ddabdb54870aba3b10688971438ef3ed8d39e17b7ec63b7862046495

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=sha256:013e0e13cc74108b118308c2e3cbb2cc09f82e4f0fc4a099f7552b5a0fe2dc18

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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source=pdf_text observed=2026-08-07T14:12:21.066283Z digest=sha256:60bd6b26d83c45905302bc3bf4146a6714da9bb5e6d89b5f62fe9bc78adee4f2

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:21.172965Z digest=sha256:70e9d2e25911bccadc4643495f7753c97ff6134afc6cde6f87c9a4b1f4d885d4

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=sha256:8a585f3bba98adb9d34ef93dd989365bec2f06af32e1cd351dbf8434347ef627

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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source=pdf_text observed=2026-08-07T14:12:21.341896Z digest=sha256:4699af4ec7604f1c5d557bfd5e0f7f49e09008e6ff8547daeb6b8e776675f9ff

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

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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:21.460312Z digest=sha256:40cb7e5be801ee6dc58a0c73b7885eb3c235fd72250a01e83961353c7f314a42

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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source=pdf_text observed=2026-08-07T14:12:21.531887Z digest=sha256:b50266ceea66367f31b0b14ef19066eb996518e07e8c931eea77022df5608c1d

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=sha256:69fe2ad5b80f2f997f760761d814ab7abab0159309f4f0afe3becb8fdd2962d4

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:a270d33c78570b444a57b4a0267d5c6a968e0239af69e3261647d2b771887ec8

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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source=pdf_text observed=2026-08-07T14:12:21.867382Z digest=sha256:1997b1eb21200b8053d1ee7441d1d6ae557add7ce4fc145b3db13973084d03b6

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:c5a747500d1f4908012f0c131e4946287c0a057e823e632ed160d9d87ade7761

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.050145Z digest=sha256:9fe2efb093414378da48d3f826538419be42cb4e2a60b0dbe61774fcd61c235c

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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source=pdf_text observed=2026-08-07T14:12:22.133149Z digest=sha256:b5469463ed673b7ee29ff47d847c5b5efafc9fd4b10591f6124b4ec42aec255e

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=sha256:6decdda1f5c965e8e2703016d4cfb3fa4e8ef759de5b53f01716f10a05f2d40d

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

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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.305828Z digest=sha256:3ad83024da5e9a4ceaf931ebb16f42cd574917e091c3d927509a720bf0a74e4b

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

Resolution
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.407167Z digest=sha256:6ee1c2fa9a46247e4d131b67d8c73cc4f7972b1c46821975011301ded67ca8ff

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.506358Z digest=sha256:0df315edfeb79674ebc8b2ecf0b37924fb3e5370925ae9a4c8f847ad2254891b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.599293Z digest=sha256:fe5989659859a185ddeba24630fb4aaefec7c7a021ad7ad00e64eccbd84d0fd7

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.675539Z digest=sha256:f90787f7332a9325325ede7c522b9b163033122637dfe0420a07d5e5f8743081

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:d6217fc5ae28959441a6525414f02c05f558a9a75e643ebabff2a7e8e7cff83b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:22.835059Z digest=sha256:501d5bbc89c0940dbc80e02a0f65e20b5525c00e145864709d2033678c1621ec

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=sha256:795ef0908f36ce117391873ee5d3a703ded7d85f3b13c10f4a246fcc63d4412a

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=sha256:6c19b6bcb8b8545c3257d1eeed47c171502cc4cdd852674dbfd06dff3a356318

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=sha256:67a783cac7854a66c74377b6f4d8d0ede1869c5d6538084857954a3bc8f4c49f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.176968Z digest=sha256:45ebb23547fd11f9c543d6bc2b030a6bb12c05403bce59ca907de7941ffd6e46

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.274964Z digest=sha256:679588ceac54d40e6fa6523f392abc718b786cd7b143c302e39ff4269a86d2e0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.348755Z digest=sha256:9ad147c863e016096fe5f3b5e238940c1f8e4e7edf5c114c24b85dd6411a0028

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.455206Z digest=sha256:7818486e595e0a05d712b16a7089fa1415b6e84f9e746f20673b1db0f61a8b78

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.550932Z digest=sha256:94bb70d467b6f1a2cb9cf43ec51e342f4ee98d661ad90bdc9500bbb251ca545e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.661165Z digest=sha256:4f2934f8f6b7c3535c32337c7a406ff04c0d2f713d9f512c1ea9022e34e7a171

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.739546Z digest=sha256:3e52877dcbf191c49289a5ec7344f83492c1833648194b801fca0e4d48b9045c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.844446Z digest=sha256:27df65dbdde1a519e9af5d09d3fb9ebc1465ce306de46c87ef9a8036d8c2d1df

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:23.951702Z digest=sha256:9dbd0be23f282fdaa97245883e665a92bb39ee117d4efbc5358f06ed780c5b71

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.048478Z digest=sha256:e9b28dbdc6b9f95c63d6345266a21a52106b7887817659ad7d89d02ec9ee1a05

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.177100Z digest=sha256:e5e85ec5a83f6ed17cf66d0b1d35362c65940b111c5f2654308d7b1b725f16e0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.315114Z digest=sha256:7b232e3b62607a4ba20d323a5f89d0eead7d5e71ebc13f9cee62dd59568bb811

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.423216Z digest=sha256:73363ff033d2f44a11af65b8ecb0a4f9c2e45f792e307705b97d00dc44610c79

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.599766Z digest=sha256:16d4e764d2b2d4c3f09ea64360e87b1e35bd709e25976bf885c9340c8cb0c7d4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.724484Z digest=sha256:2337a4bafa008c69881c426b7955d4f3abf507d275752e74ed25014fb4391be9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.862129Z digest=sha256:13f5e62a7e4344b1b64349c242b0ece47cf2e5b61a468cfd0e5de04fe8efb393

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.970927Z digest=sha256:8c3f85da249dc0a8dd0a78c956bd7b1cb648800ca5355ad90f0eb3926d553bf5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.055713Z digest=sha256:e14c64152a4b1c89e9d258e73dcefb73aaa20f083a0613a900b29d700f7aabfe

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.150788Z digest=sha256:84c0e88fe797981a905744743fec72cc8ac2408022e9f4e8d21494a4757a2d7a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.263677Z digest=sha256:06e43253c26483a8cbb0a0dcc937a6116cca18eee2d704ae9b2d9aa696151f1a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.331785Z digest=sha256:cdffce11358884587df52939650a5b21c5ab4c08f50d56a2be0c71513bdf5db4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.433224Z digest=sha256:825ddfdea0ad8ce812b29a5b0dcc69b50d999ce855b552f8dc2bc3031de8226b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.516341Z digest=sha256:23de01245e02be20046d2a44bfb72c76a8ca0e2a1a45992dbd46f2d44a400670

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:25.623382Z digest=sha256:828205f33088b9127cdf8652730ef209cd2b5ebddd519f470a4a8828e038b468

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T14:12:24.520079Z digest=sha256:e4a5680742ae8a3d857dfe870347533cad7eb96671032a56eea8e6289180d3ef

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-22T21:39:49.832151Z digest=sha256:4488b90b6a78fd4b652d164b51553bea731e9f26d285ca6331fe3420b7bd9b20

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=sha256:4afa4202c185d318dbe48aa7823854143ec85959b085e3780433caf2d569b653

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-18T06:10:01.470427Z digest=sha256:8ef56ffc24ba9fecb58d4008df2483dd4f9dabf9163e77aa5a57ea4a6a3c54bc

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T11:45:07.257159Z digest=sha256:edd7955eb03f5bfd9345ebb4b7ecbe2e163b2c79dd26b0ffe0b32ee85808a134

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 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-05-10T02:06:32.021051Z digest=sha256:e7dd5faa594d09720b57dd62f999036356dcd70b90d6c3bd417dffa04f9dbf0a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-12T01:29:02.387691Z digest=sha256:6307b5bf957555fce5200f7f316e5b89c3b9139b19554cc19313431034dad812

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-27T22:16:01.457276Z digest=sha256:eb232f41146f72fd4473d8f525e377c71f3facc39a33ceb5b034529cb682e1cc