Pith. sign in

Paper Citation Record · LEDGER

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 12 inbound Pith citation observations for arXiv:2504.15900.

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

pith.paper-citation-record.v1
2504.15900 v3

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:17:44.426695Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:12:18.581247Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T18:43:50.757623Z

Reference resolution

41 of 41 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved33
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb54157c-ae7a-4cfa-b46f-dad2bec3d7e6 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Chain-of-thought prompting elicits reasoning in large language models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.226687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.226687Z digest=sha256:c1cd370cf53b5e927ee45913036d568704b6e510f9baf3cfc76897f393aabc7f

Observation a88000d0-7aea-4b42-a910-e7eb6df7078b · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.231969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.231969Z digest=sha256:68d462fe36998502ae0902e4ffb684962ac631af22c585991be01e8bae4c6b07

Observation 6bc4db09-ae6a-4a25-bb81-c6f7dcaea891 · outbound

This paper cites Measuring and Narrowing the Compositionality Gap in Language Models.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Measuring and Narrowing the Compositionality Gap in Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.237232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.237232Z digest=sha256:c3ab43cdee96baa82b6e3db7ef9d21da6fd29d9e76593dce9507682857caa542

Observation f15cfc2d-d9cf-40c2-a33d-1d5ab80a8c1e · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.243078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.243078Z digest=sha256:68f9850f55c45f81b0106b371646851002d57fba914df0e4acee6b9ffd1f9ca7

Observation d449f213-432d-4f53-a09a-95f14d3fb981 · outbound

This paper cites OpenAI o1 System Card.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning OpenAI o1 System Card

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.248461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.248461Z digest=sha256:27463d5d72b2df545d08878e26856a3c70b1858523814881d562997450f6d797

Observation b7efc12c-841d-455e-ac23-6848a700f354 · outbound

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

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.253295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.253295Z digest=sha256:94b0accb6ec5eadf0c7bb4fedb12c77c16ff0985350c243146916028bb472cae

Observation 3f30176b-402a-447f-9482-75f617a17198 · outbound

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

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.259180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.259180Z digest=sha256:685244d5ba33f3868e1e76a05bb57e3264bb792d61f5024bbc4b4cbb680f50ed

Observation 01c05f09-3751-4f80-9e42-6787de1b122b · outbound

This paper cites Thinkpatterns-21k: A systematic study on the impact of thinking patterns in llms.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Thinkpatterns-21k: A systematic study on the impact of thinking patterns in llms

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.263913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.263913Z digest=sha256:42517d7ff7760d9c98278ca386559524cea7d9b16867dc6aa1e362ac863e93d7

Observation 3d5b974f-ed50-426f-bed6-4b66640f9ad6 · outbound

This paper cites Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.268965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.268965Z digest=sha256:08c3021acf19473ac44075d8ac264345a3775a85eca125d5ab377422601f5683

Observation c0330cc4-a6af-4e8c-b49b-532ce8fc3443 · outbound

This paper cites SALMONN: Towards Generic Hearing Abilities for Large Language Models.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning SALMONN: Towards Generic Hearing Abilities for Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.274067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.274067Z digest=sha256:8ab4575ebbfebaef22e24f40513d8457f121ee47e4ac4bb3330c498a4eda4a5a

Observation 4769dc18-f756-4e1b-a112-04493af31da0 · outbound

This paper cites Qwen2-Audio Technical Report.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Qwen2-Audio Technical Report

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.279110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.279110Z digest=sha256:a3aedd6c932aebb4834416aa31b3b063e82319c7e0460f76557193f75f2ff426

Observation f9e7521a-0abe-406a-b56a-7a845e7af898 · outbound

This paper cites Audio-reasoner: Improving reasoning capability in large audio language models.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Audio-reasoner: Improving reasoning capability in large audio language models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.283894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.283894Z digest=sha256:4dc0ce17650d5c8d8c49d82916353a127d96833e854beb685796436e517062a8

Observation 1f5cad27-5fa7-4017-b3eb-abbe24640282 · outbound

This paper cites Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.288655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.288655Z digest=sha256:437c6959df9eed12a276686d1c6a6d7b3ccef76edec8b28c535a4676394de5ef

Observation 9b90983f-6f2b-4c6f-9429-aa3bc2c0dbb0 · outbound

This paper cites Curriculum learning.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Curriculum learning

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.293657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.293657Z digest=sha256:01ca8632b097ef734713c37cb3b3ce362c9d3bdc4684b867656897b2833fc75a

Observation 248cc77e-2a3a-4fba-af90-23c38044b770 · outbound

This paper cites MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.298276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.298276Z digest=sha256:30ac44cdd533159bdc49abb61dd14a1aaa6683c8e80f34c61db73becd1ce2e96

Observation 0f303f52-1ff1-4066-8358-bd26ec6fd9b0 · outbound

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

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.303324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.303324Z digest=sha256:3339f50fa2e3ace74cd6d9cbf5d75d1a7e2f9d2f162f3b97186f378b7a7ebb4f

Observation 58345a6b-a6ef-4284-a5ca-cca55c7895a6 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.307859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.307859Z digest=sha256:419edc662e25ac78b5f390e99f0c9ec2fe4e5d233d875cd8726e57c883ed8ad4

Observation f21278ce-b4fe-4b5b-9ec2-a3fe8eb746a8 · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.312639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.312639Z digest=sha256:bf6da8d4dbb89169ef12b359a3c135e53dce9840b254a8c8ae38b3da70704cab

Observation fc53aa1c-0761-4c18-b5e5-a140c61dfbe4 · outbound

This paper cites Open r1: A fully open reproduction of deepseek-r1, January 2025.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Open r1: A fully open reproduction of deepseek-r1, January 2025

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.318191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.318191Z digest=sha256:31d7a83cfb78dbbaa11b93398424d5901faf459ea5a5d71e875c8443e83a9f94

Observation 35edb15c-793e-4317-9292-de8187c98bd1 · outbound

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

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.322710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.322710Z digest=sha256:bf12615f6da0181e057b4ad09cd7597de5d1de96202da3f32eff441984860dbd

Observation 802d17f6-07da-4d71-a9ad-d4b557bd4573 · outbound

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

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.327344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.327344Z digest=sha256:c55fc46d37aaa884e719feac196769d91d29524cadfaa589be5b19fd3b5205a9

Observation 27456038-201e-4c01-9c74-e5d5ff474b22 · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.332883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.332883Z digest=sha256:268cf3800cc7bfe9ff8f15c8b10474e3ee18bc817b2138fdd97d862a22a1c466

Observation 95a3f940-d661-441c-97db-86adf246d6a9 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.338168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.338168Z digest=sha256:37b369ebe15265fe8a50dcdbbdd0ca4bebe072f6ca4a1913563c1cf0e86a179c

Observation 79268732-5e73-47ba-aec5-fe755498f72b · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.343033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.343033Z digest=sha256:195e7888ae081588b9ddb7327751f815e579675a3efc25c8ad8fb7b5046ac3d2

Observation bc3161dd-030f-4b76-be3e-a2a5c3d100f3 · outbound

This paper cites Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.347967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.347967Z digest=sha256:391d882181d980666b2a0f8653388cf1ab415d38e1217b6134ce26f0e83f5f56

Observation 24640011-c7b0-4bbf-8463-1f662afb5d62 · outbound

This paper cites Audio set: An ontology and human-labeled dataset for audio events.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Audio set: An ontology and human-labeled dataset for audio events

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.294350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.353687Z digest=sha256:9171ad4d0c890aae90a27a3c65cb4e53ae4288c326d12172be58e2d50dda66e4

Observation 6f12a02c-708c-4c9f-9cbe-8f9a371905a9 · outbound

This paper cites Mustango: Toward controllable text-to-music generation.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Mustango: Toward controllable text-to-music generation

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.279118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.359103Z digest=sha256:7a89c0afb0bf39546b81736a76088256161e534b8988198745a925d9d457ea28

Observation 0b644c84-467b-4b84-85a6-854b1b43f699 · outbound

This paper cites MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.363763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.363763Z digest=sha256:f308c99a0d6d7fbb4eb7e4e36e0685117fd6eed3103a38bce685c44f554829d2

Observation 0368ef7e-c100-47bc-ac97-a6e3a39e531e · outbound

This paper cites Avqa: A dataset for audio-visual question answering on videos.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Avqa: A dataset for audio-visual question answering on videos

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.262665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.368456Z digest=sha256:fba9443a869b4f2a9f27b09982500912b7174f62b766d035f78e70522c1d05d2

Observation 6f6aa467-b3a8-4d88-ad1b-c7020505432f · outbound

This paper cites Qwen2.5 Technical Report.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Qwen2.5 Technical Report

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.373601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.373601Z digest=sha256:e89f1dae346f68945ecf7aa26c034328db4a0ea41e85c580c921ef5982ea8fcc

Observation cabca394-1f67-4f27-b2c2-8df819a5c652 · outbound

This paper cites Llava-cot: Let vision language models reason step-by-step, 2025.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Llava-cot: Let vision language models reason step-by-step, 2025

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.378210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.378210Z digest=sha256:0c721ac00098023eeb2e2f1e09c2d5beb90af05e3bf710729b6e9e5bb0eea66d

Observation c4513682-78e5-43c3-9f14-85893cf94881 · outbound

This paper cites VoiceBench: Benchmarking LLM-Based Voice Assistants.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning VoiceBench: Benchmarking LLM-Based Voice Assistants

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:44.382719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:17:44.382719Z digest=sha256:e5fa1340e39c5234cd19a1d6b05078bdffbf774c8400607bb98ea7177ff90f8b

Observation 20b4e85e-f7a1-4228-a3e1-129a1d00ee0a · outbound

This paper cites de- scription,.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning de- scription,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.235883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.387645Z digest=sha256:d43cc98145225ac79afb5cf55e5fb421685f8ff15be52e711331d31378a4905b

Observation 93311f2e-ceb7-42b5-aae8-0f6787debe73 · outbound

This paper cites an unresolved cited work.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:17:45.220927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.392697Z digest=sha256:ce88fea86dd8d13515543a49932ca6f95640d095afd2fcd8dd48effa0a215e25

Observation 66b2fae1-0b07-4d7d-92f3-53612b71447e · outbound

This paper cites an unresolved cited work.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:17:45.203796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.397463Z digest=sha256:73021a3ff38f24080d8b7028e64a4a2637961aa81f92ce2cff1c206daff3545f

Observation 2881c3e8-7bfc-463b-b553-8dd98135ad55 · outbound

This paper cites an unresolved cited work.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:17:45.187421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.402248Z digest=sha256:81b15f7ce7af4bbcf32af98f512eb89e055a6c5ede580cb71d6401e68834d50d

Observation 2a074033-bae7-43aa-9e9f-3473189a6ed3 · outbound

This paper cites an unresolved cited work.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:17:45.169217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.407963Z digest=sha256:43d069e035029d9e75432cd780821aff4abe0940ec07282f7d6e84b659429585

Observation db1538ad-4f7d-4800-b10b-954ee77751b0 · outbound

This paper cites </REASONING> <SUMMARY> Based on the characteristics of the whoop and the typical sounds produced by humans, the most plausible source of the whoop is a human.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning </REASONING> <SUMMARY> Based on the characteristics of the whoop and the typical sounds produced by humans, the most plausible source of the whoop is a human

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.152011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.412334Z digest=sha256:2410bf244c796651e0f381e33fb5eb985b60ade5c55008b6b21afb393d2324d0

Observation 6b2e135c-27a8-4e9e-ada9-d0c50c00dc31 · outbound

This paper cites - **Human V oices and Whoops**: The presence of human voices and whoops strongly 16 suggests that the sound is coming from humans.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning - **Human V oices and Whoops**: The presence of human voices and whoops strongly 16 suggests that the sound is coming from humans

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.135561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.417482Z digest=sha256:3cb530e3c3d497aeb900e7cbdef0d179f7c053fb6fcd5aff55a8b77a0bdb731e

Observation d67e0879-2019-4922-b817-ce59bfc2bd59 · outbound

This paper cites - **Bird**: There are no bird sounds mentioned in the audio description.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning - **Bird**: There are no bird sounds mentioned in the audio description

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.118820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.422109Z digest=sha256:2a36e81c2fdd8de91b151af540da61b321e130b74ec71de1b4f72707784c2c37

Observation 2800f5d2-8a0a-43b6-bb48-5798df988b91 · outbound

This paper cites </REASONING> <SUMMARY> Based on the analysis of the audio clip, the whoop is most likely coming from a human source.

SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning </REASONING> <SUMMARY> Based on the analysis of the audio clip, the whoop is most likely coming from a human source

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:17:45.101330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T11:17:44.426695Z digest=sha256:041cb7e7e36d133ca06b1fec0af499a635f5f9223840471838da7ea95007476b

Pith citing papers

Observation 3b4fbcc0-86a5-4e9f-8b06-995e42e7f1bc · inbound

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models cites this paper.

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 112

Resolution
unresolved
no resolver link, observed 2026-08-16T05:12:18.581247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:18.581247Z digest=sha256:38b96e9b8b8caeb07a78c58fb1a483884def7246c9c39e610f2bce6b59a3a2dc

Observation 0d81ed1a-473f-4724-9874-1d108f141585 · inbound

MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix cites this paper.

MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T20:25:12.674262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:25:12.674262Z digest=sha256:79ccc25eb54794cccd68cf1f975786592d28332a85884c1c6f92a35225271bcf

Observation 4da64ec5-3e68-4166-89e9-1a7e253e5cce · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T14:31:13.506592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:31:13.506592Z digest=sha256:91bdffa6b8561ece4835ca8c6b6ac39dc8ceb9f393d57958c93f7afce1d0b6ff

Observation d510c042-75f5-4d2f-bb83-43014fe6bb88 · inbound

Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning cites this paper.

Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T10:54:07.834463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:54:07.834463Z digest=sha256:d4fe3f1cbc91c94d8cb55156dafaa563d5390337ce1f455871fbced051a297e3

Observation 01e48642-6b19-4a58-95a3-4092b5cd8904 · inbound

Group Relative Policy Optimization for Speech Recognition cites this paper.

Group Relative Policy Optimization for Speech Recognition SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T12:07:21.392073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:07:21.392073Z digest=sha256:a40dc01615dd6c8ff2c9e3871cd9aa85388e1b2d9d313054885d548739107d5a

Observation 2de31aec-5f54-421f-a3e7-01e4dfee0ceb · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 260

Resolution
verified exact
arxiv_id, observed 2026-05-18T19:21:48.118243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-18T19:19:36.427337Z digest=sha256:e6c27f615d8dde3b248a77b3e4e6ca81078d5f769e334b544aee1944a171378d

Observation 814c3916-15f7-4f0b-96ba-5abab26fa556 · inbound

Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in Spoken Language Models cites this paper.

Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in Spoken Language Models SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-18T07:46:03.536129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-18T07:43:23.913399Z digest=sha256:25cd05a64e2c428ac0b47e5f708fdd6d7739458a40373b36742eabf333be3b27

Observation a526b2e7-b85f-4423-9f46-b3b7a97e27a2 · inbound

LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling cites this paper.

LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-22T12:31:32.091443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-22T12:26:35.347190Z digest=sha256:7c8e06834764585c6801b70748d0c76ae602b7ac375e55ccf9f34e75a346b2e6

Observation d47b5c39-2983-48e4-a30c-b01f925e6900 · inbound

AVRT: Audio-Visual Reasoning Transfer through Single-Modality Teachers cites this paper.

AVRT: Audio-Visual Reasoning Transfer through Single-Modality Teachers SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T09:18:32.157302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T08:02:53.574120Z digest=sha256:03672a2611e24a7c55b3b5c37655ccfc4ea5fa0b226cfc8421ef791cee32df72

Observation d0fa85fa-6f1f-4a19-9638-ab02e523a198 · inbound

A Survey of Audio Reasoning in Multimodal Foundation Models cites this paper.

A Survey of Audio Reasoning in Multimodal Foundation Models SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-21T02:09:24.277341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-21T02:08:06.976461Z digest=sha256:e83223c22b388ae868153a0c7b96173224d6d5ac2341e86a0d0afe670c5d8c7f

Observation d93e90f8-7647-42ef-ac0e-c2b8c0d58dd0 · inbound

Learning When to Think While Listening in Large Audio-Language Models cites this paper.

Learning When to Think While Listening in Large Audio-Language Models SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:43:50.759011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-29T18:37:34.409802Z digest=sha256:c8526d015207d8a24dd2b670e64e884509b5d9c9e42c2f3249fdf029b39d3b94

Observation 766c45ec-8a99-43e3-a963-464210332c12 · inbound

Kalman Meets Curriculum: Efficient Dynamic Prompt Selection for Adaptive RL Finetuning cites this paper.

Kalman Meets Curriculum: Efficient Dynamic Prompt Selection for Adaptive RL Finetuning SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning

Reference 74

Resolution
unresolved
no resolver link, observed 2026-07-31T01:31:12.944244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T01:31:12.944244Z digest=sha256:499e136f59639b8fe812514d0dcdbd8955713c978f1c025ab875064ee137dfc4