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Paper Citation Record · LEDGER

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.14735.

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

pith.paper-citation-record.v1
2607.14735 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T01:15:33.720465Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

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  • verified fuzzy0
  • unresolved29
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  • malformed identifier2
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 34c31a73-c3fd-426b-b332-125c4aa86c5e · outbound

This paper cites In: Advances in Neural Information Processing Sys- tems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: Advances in Neural Information Processing Sys- tems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020

Reference 1

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Observation e751c4f0-81e1-4c2f-88f3-5a0f982d8705 · outbound

This paper cites ACM Transactions on Intelligent Systems and Technology15(3), 1–45 (2024).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA ACM Transactions on Intelligent Systems and Technology15(3), 1–45 (2024)

Reference 2

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Observation b9f66eed-ce3c-4ad1-b32a-61f411a2f831 · outbound

This paper cites DFlash: Block Diffusion for Flash Speculative Decoding.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA DFlash: Block Diffusion for Flash Speculative Decoding

Reference 3

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Observation 7e40b622-b74d-48bb-9ce9-cecc061ed60a · outbound

This paper cites In: Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval

Reference 4

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Observation 0d450dc4-cc22-4e38-baf4-e7c88cf953d2 · outbound

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

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

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Observation 04c07654-7ee2-4160-8aaa-bd079367c16a · outbound

This paper cites Arti- ficial Intelligence Review56, 12387–12406 (2023).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Arti- ficial Intelligence Review56, 12387–12406 (2023)

Reference 6

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Observation 0ebf7281-b170-4474-bcac-b0de574b919c · outbound

This paper cites In: International Conference on Learning Representations (ICLR) (2022).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: International Conference on Learning Representations (ICLR) (2022)

Reference 7

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Observation 1ebd0b42-2a83-449f-8386-f093eda2cf0b · outbound

This paper cites els: Principles, taxonomy, challenges, and open questions.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA els: Principles, taxonomy, challenges, and open questions

Reference 8

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Observation 8127cb55-cbd3-4e46-938e-df765c908723 · outbound

This paper cites ACM Computing Surveys55(12), 1–38 (2023).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA ACM Computing Surveys55(12), 1–38 (2023)

Reference 9

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Observation cde8686c-38b5-42e2-8502-ceb0f8bd1e8c · outbound

This paper cites A Rank Stabilization Scaling Factor for Fine-Tuning with LoRA.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA A Rank Stabilization Scaling Factor for Fine-Tuning with LoRA

Reference 10

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Observation a09bd7fa-b460-433e-b846-bd13bf71d610 · outbound

This paper cites In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Pa- pers).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Pa- pers)

Reference 11

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Observation 8c7cbfd7-3598-426b-ab0c-3e7fe886d31f · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 12

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Observation 99311700-2d72-49e1-8863-4544ee9eae20 · outbound

This paper cites In: Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS

Reference 13

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Observation 3c56d1ce-097b-442c-b48a-b75c2d174fdd · outbound

This paper cites Large Language Models: A Survey.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Large Language Models: A Survey

Reference 14

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Observation c856da12-2c04-4b71-9ad1-e269e133fea4 · outbound

This paper cites In: Tools and Algorithms for Construction and Analysis of Systems.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: Tools and Algorithms for Construction and Analysis of Systems

Reference 15

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Observation c7de3f97-1a2e-4377-af2c-bd39e9327d97 · outbound

This paper cites In: ITADATA (2025), https://ceur-ws.org/Vol-4152/paper98.pdf.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: ITADATA (2025), https://ceur-ws.org/Vol-4152/paper98.pdf

Reference 16

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Observation d5bdac01-f906-4cf8-b5b8-ffb877b3a7ac · outbound

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Unresolved cited work

Reference 17

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Observation f75ed8b3-e8bc-4b2e-9605-2afc67667824 · outbound

This paper cites Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models

Reference 18

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Observation 5d63dabc-836d-4265-8085-f48d7ae61da7 · outbound

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA LLaMA: Open and Efficient Foundation Language Models

Reference 19

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Observation 1654c6d1-6ffb-4348-a543-d9eb9b796189 · outbound

This paper cites Nature Methods17, 261–272 (2020).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Nature Methods17, 261–272 (2020)

Reference 20

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Observation 0491548b-9948-4c55-9a26-f392f2356f9b · outbound

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA IEEE Signal Processing Magazine42(6), 51–63 (2025)

Reference 21

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This paper cites Advances in neural information processing systems35, 24824–24837 (2022).

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Advances in neural information processing systems35, 24824–24837 (2022)

Reference 22

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Observation a7297a78-e5ac-4d58-8f9b-aac82ad88b4d · outbound

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA SelfCodeAlign: Self-Alignment for Code Generation

Reference 23

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Observation 7a9264a7-db3f-42b4-994f-3a3740d1fad5 · outbound

This paper cites In: Proceedings of the Thirty-Fourth Inter- national Joint Conference on Artificial Intelligence, IJCAI-25.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA In: Proceedings of the Thirty-Fourth Inter- national Joint Conference on Artificial Intelligence, IJCAI-25

Reference 24

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Observation 1861efb1-11bc-4b1c-b1bc-0aabc4d8e1c8 · outbound

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

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 25

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Observation 70268558-672f-4cef-a91b-dfdf23a5ddcc · outbound

This paper cites Scaling Relationship on Learning Mathematical Reasoning with Large Language Models.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Scaling Relationship on Learning Mathematical Reasoning with Large Language Models

Reference 26

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Observation 76d58466-65ac-489a-9024-a4619a0fb145 · outbound

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA Unresolved cited work

Reference 27

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This paper cites ACECODER: Acing Coder RL via Automated Test-Case Synthesis.

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA ACECODER: Acing Coder RL via Automated Test-Case Synthesis

Reference 28

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA A Survey of Large Language Models

Reference 29

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Observation 6af3b150-7083-477f-9570-58d77d763fa3 · outbound

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA SGLang: Efficient Execution of Structured Language Model Programs

Reference 30

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CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA 22199–22213 (2022), https://proceedings.neurips.cc/paper_files/paper/ 2022/hash/8bb0d291acd4acf06ef112099c16f326-Abstract-Conference.html

Reference 2022

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Pith citing papers

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