Paper Citation Record · LEDGER

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control

As of 7 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 3 inbound Pith citation observations for arXiv:2506.20160.

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

pith.paper-citation-record.v1
2506.20160 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:00:46.016123Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:25:54.860141Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:09:40.738273Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 028d8f70-57d9-4559-8059-0b3590c47a08 · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.896824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c51a3ec-deff-414c-8709-9a28cb4b9e15 · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.900579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae850b0c-3698-4c75-9a6d-d80d830f0df4 · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.903761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa7b49d4-7307-44d6-beb0-a94e6a2634d7 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.908171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad293dbc-b6e4-4eeb-b56f-d774d25b3502 · outbound

This paper cites Dynamic Parallel Tree Search for Efficient LLM Reasoning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Dynamic Parallel Tree Search for Efficient LLM Reasoning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.915401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82a1a69e-fe1b-4351-b3a5-b337fe4eedd5 · outbound

This paper cites Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.919023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53017cde-e94e-400d-b014-c230cbbd76ed · outbound

This paper cites Stream of Search (SoS): Learning to Search in Language.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Stream of Search (SoS): Learning to Search in Language

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.922750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 448dc033-1c61-429f-ba42-057fddb0a7a2 · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.926589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60c79c20-6b7c-400e-b27d-7e8872c995d6 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Token-Budget-Aware LLM Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.930316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4b8a9b6-6ee3-44a8-bc64-b4d5b7b7564a · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Training Large Language Models to Reason in a Continuous Latent Space

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.933807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 216f8985-8b3c-4d77-b1e9-733e96516dae · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Measuring Mathematical Problem Solving With the MATH Dataset

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.937187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f612e9d5-3c2c-4b20-9423-4174e9aa716c · outbound

This paper cites Efficient Test-Time Scaling via Self-Calibration.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Efficient Test-Time Scaling via Self-Calibration

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.940404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1015e36-2a21-44ef-a067-8532f97fd935 · outbound

This paper cites GPT-4o System Card.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.943511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87c8092e-3e82-4317-b042-40fe4076d637 · outbound

This paper cites Reward-Guided Speculative Decoding for Efficient LLM Reasoning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.946584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf4e3ade-d53a-43b3-a0f6-3dac76332cdb · outbound

This paper cites O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.950071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d804eaa1-86e2-4ab3-9e99-aa1d0a19528b · outbound

This paper cites CoT-Valve: Length-Compressible Chain-of-Thought Tuning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.953639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cb5d714-993a-4e72-a0b2-1fb85c0d94ad · outbound

This paper cites Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.956715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c579da2-e237-4b86-98a2-33bd6d1ef0cb · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:00:46.512187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation efcdbe51-b50e-4af5-bbf4-25258f9e38af · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.963094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ec6ab3-dba8-4423-a9a4-f05e5b4d0186 · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.965958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da0df22c-2792-421a-813d-1f42414d183b · outbound

This paper cites Proximal Policy Optimization Algorithms.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Proximal Policy Optimization Algorithms

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.969632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5680a04d-81fc-49b7-903a-969de894eacc · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.972704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 013d035e-3640-449a-b09d-7a2b16054c46 · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.975727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73af5cdd-1b0c-49a1-ad4f-8d4ee91000e7 · outbound

This paper cites A Long Way to Go: Investigating Length Correlations in RLHF.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control A Long Way to Go: Investigating Length Correlations in RLHF

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.978822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2174a9ed-70da-44e2-b8a5-fd7b4ef85990 · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.981739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d33cdebf-6fe4-4c04-8420-fbbc123ce694 · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.985276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd5cc72-defb-4ab4-83bd-5fc1d5590200 · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:00:46.498123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bb1390ef-1d8f-4b31-a3e4-09f926b61d61 · outbound

This paper cites an unresolved cited work.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.991290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 586de41a-4eda-4c63-8d24-d71123b0f776 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.994143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be903c9c-f430-4240-9273-57a3ac2a220f · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Chain of Draft: Thinking Faster by Writing Less

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.997171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b0adeb-d9eb-4aa4-a2de-3b39ae992cd8 · outbound

This paper cites SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.000277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8520840-ecac-4902-af23-f715669b8f1c · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.003373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f23292b8-40c2-479e-8528-627182226e2c · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.006441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99bbdf07-81ba-4a53-b0b2-6281b18b62f8 · outbound

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

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.009533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fffbe27-ff66-48bf-8c31-0a0babefdc1d · outbound

This paper cites URL: " 'urlintro :=.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control URL: " 'urlintro :=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.012857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fe7e63c-9129-4915-b5da-a4355ac9346d · outbound

This paper cites write newline.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control write newline

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.016123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6de193bf-8222-4a06-9f53-3ac1ecdb7cc1 · inbound

Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity cites this paper.

Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T22:25:54.860141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d88afe3-db78-4c7c-8106-7475dddf4cd3 · inbound

CLORE: Content-Level Optimization for Reasoning Efficiency cites this paper.

CLORE: Content-Level Optimization for Reasoning Efficiency AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:51:08.318894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f950d19c-89b2-4864-acdf-d5e68e676675 · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:09:40.739876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.