Paper Citation Record · LEDGER

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

As of 13 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 3 inbound Pith citation observations for arXiv:2505.20325.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.20325 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:38:09.669496Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:32:34.050519Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T08:16:47.988122Z

Reference resolution

51 of 51 outbound references displayed

verified exact0
verified fuzzy10
unresolved41
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 620d9cf2-c30c-4480-b918-1b33ce129e91 · outbound

This paper cites GPT-4 Technical Report.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence GPT-4 Technical Report

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1776254f-df8f-4d91-88df-5b91a25e7582 · outbound

This paper cites Aime 2024, 2024.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Aime 2024, 2024

Reference 2

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 43978ab9-3435-4f45-b887-e6ecaee39293 · outbound

This paper cites Amc 2023, 2024.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Amc 2023, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:12.073545Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation af9197ef-2360-4ca2-9f92-a8fb13d9563d · outbound

This paper cites Qwen2.5-VL Technical Report.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Qwen2.5-VL Technical Report

Reference 4

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Observation ede02f6e-2793-42b7-8f93-0f11b4156857 · outbound

This paper cites Beeching, L.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Beeching, L

Reference 5

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Observation b6de529b-cb61-4b4d-ad25-7120d28bc587 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.243955Z

Source-reported events for the cited work

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Observation a2f16126-dfd9-4e77-b446-51c3ca062809 · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.368130Z

Source-reported events for the cited work

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Observation b3b13825-21a9-43d5-b2ea-ec3e2a514f09 · outbound

This paper cites an unresolved cited work.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:11.753855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9a803f04-33f8-40ea-92ce-30a8913881d5 · outbound

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

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

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Source-reported events for the cited work

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Observation fd848a76-2d71-49c5-90a7-4add7dba8010 · outbound

This paper cites Hendrycks, C.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Hendrycks, C

Reference 10

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 091945ec-7752-400b-9747-496389e0deb4 · outbound

This paper cites an unresolved cited work.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.744841Z

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Observation c1c4ea3d-8a90-427e-90a0-41bd95cf66ad · outbound

This paper cites Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.836586Z

Source-reported events for the cited work

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Observation 68e15420-fe97-4a1a-a2a9-2b751259aa77 · outbound

This paper cites A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.844783Z

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Observation f834cc4c-2f21-4129-8a55-66cebada5555 · outbound

This paper cites Lightman, V.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Lightman, V

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:11.436050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0c218e16-140b-455b-92f5-e2e6dc5776f2 · outbound

This paper cites Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.969200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e0d1284-5ed0-4a2e-b3bf-a284df2d6aa8 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Understanding R1-Zero-Like Training: A Critical Perspective

Reference 16

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Observation 130743de-7a1f-4339-9ac6-331caf5fedfe · outbound

This paper cites Loshchilov and F.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Loshchilov and F

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 04ad16e2-6ad2-40bc-bd9e-e6e95281c95a · outbound

This paper cites an unresolved cited work.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:11.112908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b77e8eb1-cffd-4a6e-8c4c-dc90b07f2190 · outbound

This paper cites ReFT: Reasoning with Reinforced Fine-Tuning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence ReFT: Reasoning with Reinforced Fine-Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.369948Z

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Observation 7b21f4d5-fec1-46d4-9fe4-59f8646c9a14 · outbound

This paper cites s1: Simple test-time scaling.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence s1: Simple test-time scaling

Reference 20

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Source-reported events for the cited work

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Observation b6bcb2ce-1559-4df0-b147-bd3b38466f04 · outbound

This paper cites Mukherjee, A.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Mukherjee, A

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 152f48db-b446-4d9c-a8a7-b8d530ba88a4 · outbound

This paper cites Learning to reason with llms, 2024.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Learning to reason with llms, 2024

Reference 22

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Source-reported events for the cited work

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Observation 84830fb7-ea87-4631-8a6b-f932f90731e4 · outbound

This paper cites Ouyang, J.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Ouyang, J

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54476c1a-1a20-4f66-be78-1d2390021cb7 · outbound

This paper cites CER: Confidence Enhanced Reasoning in LLMs.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence CER: Confidence Enhanced Reasoning in LLMs

Reference 24

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Unavailable: canonical work link unavailable.

Observation ec5afd97-7704-4d95-b9e8-6994af35ee7c · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.712548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 146b9d54-b8b3-4aed-ac1b-126f16c69c34 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Proximal Policy Optimization Algorithms

Reference 26

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Observation d421a740-bcc8-454f-bcf0-264db62b192e · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

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Source-reported events for the cited work

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Observation 8ece51a7-daa5-4db2-ae73-23d767fa5cc0 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.878929Z

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Observation 676b6f88-109d-4035-9a73-331fb183a32d · outbound

This paper cites Taubenfeld, T.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Taubenfeld, T

Reference 29

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Observation 90d4aa54-fef9-4c26-875d-7faf4cda9a01 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 30

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Source-reported events for the cited work

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Observation fbcb6a76-e838-4dc0-ad3a-c6b7899f51fc · outbound

This paper cites Will we run out of data? Limits of LLM scaling based on human-generated data.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Will we run out of data? Limits of LLM scaling based on human-generated data

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bd75d16-8eb9-4e98-853f-418f13e659bc · outbound

This paper cites von Werra, Y.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence von Werra, Y

Reference 32

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Source-reported events for the cited work

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Observation 9265c321-11c5-4633-99d7-8e7d6836272b · outbound

This paper cites Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling

Reference 33

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Observation 17a1d9d0-06be-4a7e-92ef-e9794a1bc5e6 · outbound

This paper cites OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models

Reference 34

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Observation 9a200362-c2cc-46b8-a892-b9921d212d6c · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 35

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Observation 06520007-f52c-4fba-a7fc-bbb0050358ae · outbound

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Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Unresolved cited work

Reference 36

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Observation 303e843d-b984-4aa7-952c-3feec4d5ad60 · outbound

This paper cites When More is Less: Understanding Chain-of-Thought Length in LLMs.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence When More is Less: Understanding Chain-of-Thought Length in LLMs

Reference 37

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Observation f10ada30-92b5-401a-9376-3f3ec6a61296 · outbound

This paper cites an unresolved cited work.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Unresolved cited work

Reference 38

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Observation 9bf720c4-d531-484a-9cea-ec5a7b6a8677 · outbound

This paper cites Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:08.638944Z

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Unavailable: canonical work link unavailable.

Observation b8c10bea-96b1-464f-8913-f695876c3ad7 · outbound

This paper cites Xiong, H.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Xiong, H

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:10.708187Z

Source-reported events for the cited work

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Observation 5943cc40-aedc-41fc-b156-8170db198f12 · outbound

This paper cites Qwen2.5 Technical Report.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Qwen2.5 Technical Report

Reference 41

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Observation a236f04d-547f-45fb-a062-fec848137d57 · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 42

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Source-reported events for the cited work

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Observation 39d684a3-7e61-4dd6-ab8d-67099c7dd967 · outbound

This paper cites LIMO: Less is More for Reasoning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence LIMO: Less is More for Reasoning

Reference 43

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Observation fde5c451-ff86-4a5d-b62c-d125c5e5dedd · outbound

This paper cites Aime 2025, 2025.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Aime 2025, 2025

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:10.550902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1e79e282-ae10-462a-b77d-59ed721a99a5 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 45

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Observation 8e266061-ea17-44d7-83b7-efbca2fd6506 · outbound

This paper cites SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:09.260859Z

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Observation 09c651a5-2afd-4e38-9050-cf023f822fa7 · outbound

This paper cites The Lessons of Developing Process Reward Models in Mathematical Reasoning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence The Lessons of Developing Process Reward Models in Mathematical Reasoning

Reference 47

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Source-reported events for the cited work

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Observation 389238e8-7248-4a42-9359-e6cc8a6a1af8 · outbound

This paper cites ProcessBench: Identifying Process Errors in Mathematical Reasoning.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence ProcessBench: Identifying Process Errors in Mathematical Reasoning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:09.415393Z

Source-reported events for the cited work

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Observation 7647961d-c5e5-4c55-a8a5-d33959af433d · outbound

This paper cites A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future

Reference 49

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Observation d1af8ecc-9c5f-4d4c-9b6a-7cede6644f4c · outbound

This paper cites A Survey on Efficient Inference for Large Language Models.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence A Survey on Efficient Inference for Large Language Models

Reference 50

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Observation 206bae87-fb7d-44bf-9b70-6bb74186a3fd · outbound

This paper cites Final Answer.

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Final Answer

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:10.478152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation 15ec245d-9310-4ad4-8c1e-9028e1dee8e9 · inbound

Charting the Future of Scholarly Knowledge with AI: A Community Perspective cites this paper.

Charting the Future of Scholarly Knowledge with AI: A Community Perspective Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

Reference 49

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Source-reported events for the cited work

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Observation 844d56b7-b373-48ef-a857-ded12ee0f99f · inbound

Probing the Difficulty Perception Mechanism of Large Language Models cites this paper.

Probing the Difficulty Perception Mechanism of Large Language Models Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

Reference 7

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Source-reported events for the cited work

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Observation bc13135e-6691-44a3-9540-2bc9e08097c0 · inbound

Can We Predict The Human Preference For Text-to-Image Content Prior To Generation And Is It Even Useful To Do So? cites this paper.

Can We Predict The Human Preference For Text-to-Image Content Prior To Generation And Is It Even Useful To Do So? Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:16:47.989711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.