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Paper Citation Record · LEDGER

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning

As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2505.17315.

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

pith.paper-citation-record.v1
2505.17315 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:52:57.259455Z

measured 53 of 53 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:15:57.093881Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T20:15:58.583216Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved38
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7483324-5475-4719-891d-d3c3b1703677 · outbound

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

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning 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=2026-08-07T14:52:52.713700Z digest=sha256:598104acf3a71dea482a99a3d0448fb44cbb6b2f7e18bc8e646fa15933552d4c

Observation 4edd3ac7-6c30-4e33-85d7-b3eb0cba6fa2 · outbound

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

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 2

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source=pdf_text observed=2026-08-07T14:52:52.800724Z digest=sha256:c9d9e8cc14755a04f40eb967708ffb0204e42fb4e40d15332f139dfb0c31665d

Observation 73c1e204-89b4-4d97-a0a1-f29f560f8722 · outbound

This paper cites Phi-4-reasoning technical report, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Phi-4-reasoning technical report, 2025

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T14:52:59.927713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:52.891656Z digest=sha256:dabd3acba940bbc62de780958fcb462c389ffec92a457253c5fadd91a233800b

Observation 6887bd96-e9f0-447b-aac6-fb6aa9c56aac · outbound

This paper cites Deepmath-103k: A large-scale, challenging, decontaminated, and verifiable mathematical dataset for advancing reasoning, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Deepmath-103k: A large-scale, challenging, decontaminated, and verifiable mathematical dataset for advancing reasoning, 2025

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:59.741483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:53.034083Z digest=sha256:2e0ffd75fde0a65d5e723018452304ac516aed367fbe5338c47a2cdbca7ca121

Observation 8ecaf604-cf45-4e1e-aa74-136f0e8e31aa · outbound

This paper cites Open Thoughts.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Open Thoughts

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:53.132945Z digest=sha256:67a54c5413044151e1ac6bd35558069ac6e05ef4e2652b92d878be72f46cde86

Observation f3e5ee40-9031-4eeb-a52f-30bc6671e8c4 · outbound

This paper cites AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset

Reference 6

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source=pdf_text observed=2026-08-07T14:52:53.230202Z digest=sha256:ba2a8e1159780a3508a72469067842f690c0355b031653c429c4d5bb6ee24cea

Observation ef44becd-e700-4138-ade3-dc336001279b · outbound

This paper cites Ntk-aware scaled rope allows llama models to have extended (8k+) context size without any fine-tuning and minimal perplexity degradation, 2023.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Ntk-aware scaled rope allows llama models to have extended (8k+) context size without any fine-tuning and minimal perplexity degradation, 2023

Reference 7

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:53.349932Z digest=sha256:a7ade9831ad0f15d3717524692792bb4aef99ba30c839308aee3a1c113c4ccad

Observation b0827aaf-5dcb-4cf6-b589-fe170bfe6f91 · outbound

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

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Open r1: A fully open reproduction of deepseek-r1, January 2025

Reference 8

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T14:52:53.502776Z digest=sha256:e32ddd29490d1323c9654a7414a97ae9d1c528f01c3c853b8ee0097d7b57f32c

Observation 78a9cfb1-203e-43ce-896c-fd0b7954f3c9 · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:59.530866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:53.590916Z digest=sha256:21706812f13017266061c9531777b016134dda8cb6f3a7c05d2c847bee485e6f

Observation 2456a74f-07af-44c3-b911-c21f43b80457 · outbound

This paper cites LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models

Reference 10

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source=pdf_text observed=2026-08-07T14:52:53.697204Z digest=sha256:ad6df167a3e7924d23dc5f1fbaf9a3f328f6b48c77d852ca68c902b9001fcfa8

Observation c5d5668e-5b7f-489a-8986-f559a91cf857 · outbound

This paper cites Reasoning with large language models, a survey.arXiv preprint arXiv:2407.11511, 2024.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Reasoning with large language models, a survey.arXiv preprint arXiv:2407.11511, 2024

Reference 11

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source=pdf_text observed=2026-08-07T14:52:53.797839Z digest=sha256:62dcd44c34d12d2c963e5f250598b73bd54e65b7355562f00d612fcc45738ce6

Observation 8018245b-cdd1-48ef-ab14-4b33fdcfad72 · outbound

This paper cites A survey of frontiers in llm reasoning: Inference scaling, learning to reason, and agentic systems.arXiv preprint arXiv:2504.09037, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning A survey of frontiers in llm reasoning: Inference scaling, learning to reason, and agentic systems.arXiv preprint arXiv:2504.09037, 2025

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:53.830993Z digest=sha256:7c5abde9f131470effbf0037f74a8ba8da760ea901780255cabb39870fdba7ff

Observation d6de2821-1b9e-465f-96e8-ffc5fee03a4d · outbound

This paper cites an unresolved cited work.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Unresolved cited work

Reference 13

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:53.918611Z digest=sha256:47624ab14a1668f70e77c253b74766331ba73da255a8ddf221a036bdd6c191da

Observation 889509a3-c750-4706-85c5-c48ab90abe70 · outbound

This paper cites DPO Meets PPO: Reinforced Token Optimization for RLHF.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning DPO Meets PPO: Reinforced Token Optimization for RLHF

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:54.045722Z digest=sha256:1ab05ce1ba6905147e4fdf4db6ab706b584a5cc766e0c7f4229c2f4552275054

Observation e5cb7121-286d-4967-8c54-5387ed01d0e5 · outbound

This paper cites Proximal policy optimization algorithms, 2017.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Proximal policy optimization algorithms, 2017

Reference 15

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no resolver link, observed 2026-08-07T14:52:54.135252Z

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source=pdf_text observed=2026-08-07T14:52:54.135252Z digest=sha256:deb3df91f97947928b21cc7b54cdc595f14f2b50b655e1e306bea57f18d154f4

Observation e4fd656d-fe5e-4188-ad06-45b2f6080ea0 · outbound

This paper cites Dapo: An open-source llm reinforcement learning system at scale, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Dapo: An open-source llm reinforcement learning system at scale, 2025

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:59.359045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:54.213437Z digest=sha256:4858870daff331d84066b4db26399df9b92db838ba7a42c7db164567d47a5f96

Observation 6af29e03-b463-4e2e-80b6-dac7e8aac96a · outbound

This paper cites Sky-t1: Train your own o1 preview model within $450.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Sky-t1: Train your own o1 preview model within $450

Reference 17

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source=pdf_text observed=2026-08-07T14:52:54.328792Z digest=sha256:cceac6637604377bee7fde9d675d2e3452f1db162e1210d950e470723c522fd6

Observation a1342e2e-aacc-495a-a2a2-a591a656384c · outbound

This paper cites Bespoke-stratos: The unreasonable effectiveness of reasoning distilla- tion.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Bespoke-stratos: The unreasonable effectiveness of reasoning distilla- tion

Reference 18

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source=pdf_text observed=2026-08-07T14:52:54.390340Z digest=sha256:1509d9ae02af1df4717b25307bb9bccbd92d7b4fa8f2b333c1bedb5a08028ab8

Observation 64807421-d4d0-4e57-8cc1-b94150b31a6c · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 19

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source=pdf_text observed=2026-08-07T14:52:54.481678Z digest=sha256:47237780def955f10a3f96611ebd360f3edb28688ba6a74f875fad0855053d0d

Observation 9d5a80e6-4849-4c34-b6d8-333dba8d65f1 · outbound

This paper cites s1: Simple test-time scaling, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning s1: Simple test-time scaling, 2025

Reference 20

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source=pdf_text observed=2026-08-07T14:52:54.551172Z digest=sha256:b1e49e362fd4cad295d67d7df0b528f73681aefb686597ce89b4800435c2ac64

Observation e7015d2b-1b65-4642-8d0a-0f8895d6afe9 · outbound

This paper cites Limo: Less is more for reasoning, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Limo: Less is more for reasoning, 2025

Reference 21

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source=pdf_text observed=2026-08-07T14:52:54.608234Z digest=sha256:59722060731929f763f5810334c69e5987fa63a8ddf436ddf3fcb66b799e0a3f

Observation d36c80f9-099d-4833-8fc8-ff3b33ac4ed5 · outbound

This paper cites Millions scale dataset distilled from r1-32b.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Millions scale dataset distilled from r1-32b

Reference 22

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raw_fallback, observed 2026-08-07T14:52:59.193316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:54.668048Z digest=sha256:3207d84c63cbbda7cb90c0be0be556c661acc9ed9c13499a97245203e409ba82

Observation cde61203-7c9e-433b-b03e-1eed982d24e1 · outbound

This paper cites Llama-nemotron: Efficient reasoning models, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Llama-nemotron: Efficient reasoning models, 2025

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-07T14:52:59.056409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:54.739087Z digest=sha256:4b9545b8fa2f6811983f2ac7304b379ba3c885b644455564a6b67afb93560164

Observation 4ceb6d4b-2a61-4f11-97d3-594726380b41 · outbound

This paper cites Patil, Matei Zaharia, Joseph E.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Patil, Matei Zaharia, Joseph E

Reference 24

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source=pdf_text observed=2026-08-07T14:52:54.845270Z digest=sha256:4b7df0e1b38897b745ee2f0892967f35fd619284f0d02ee2b9d3b5effe2ab8f3

Observation 371bfaaf-84c4-48ff-b796-92209e37122a · outbound

This paper cites The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models

Reference 25

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source=pdf_text observed=2026-08-07T14:52:54.898011Z digest=sha256:3adb4bd363bfc4b9289cb5ec1e71372f7f50b1434503af1b50c7e44ca6257449

Observation af47bd61-c505-457a-bd3d-ef437c4063b4 · outbound

This paper cites Optimizing chain-of-thought reasoners via gradient variance minimization in rejection sampling and rl, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Optimizing chain-of-thought reasoners via gradient variance minimization in rejection sampling and rl, 2025

Reference 26

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raw_fallback, observed 2026-08-07T14:52:58.947438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:54.993891Z digest=sha256:1ade68685e614a63b5febbd22b34db6a0efc016d9a14a9ac8732e6f2186be8eb

Observation 04ebb271-e0d8-4ddf-983a-976b4a04536b · outbound

This paper cites Teaching large language models to reason through learning and forgetting, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Teaching large language models to reason through learning and forgetting, 2025

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:58.807651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:55.065694Z digest=sha256:1b34996c20fdd897a9167378600b35564b1ee94c992b4a6a3540df72aa5790b6

Observation 8d4b73ac-61b9-4cb3-89ac-4ccc3ac81c20 · outbound

This paper cites Simplerl-zoo: Investigating and taming zero reinforcement learning for open base models in the wild, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Simplerl-zoo: Investigating and taming zero reinforcement learning for open base models in the wild, 2025

Reference 28

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source=pdf_text observed=2026-08-07T14:52:55.113382Z digest=sha256:544095a4a3a9950a8b5e48b910c43ca07a72b018880ae87071d621c11dfb1297

Observation ecc0da16-9860-495d-9222-5947de257b3f · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 29

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source=pdf_text observed=2026-08-07T14:52:55.159748Z digest=sha256:d513d27357545b72661d7da15a0e9645f25ccf09f997b5e9b4453e590f99a408

Observation 56b0b0c9-0cde-4a7b-ba6d-8b2aa310a0a2 · outbound

This paper cites GPT-4 Technical Report.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning GPT-4 Technical Report

Reference 30

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source=pdf_text observed=2026-08-07T14:52:55.224574Z digest=sha256:e96187280827198b6978718bf3cfc163f5083c9692d48860a7bc926803c52228

Observation 19443bbd-cc14-41ac-9bbb-03a2603c5d55 · outbound

This paper cites an unresolved cited work.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-07T14:52:58.667144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:55.326300Z digest=sha256:ba595dd5eec04e55583ae705ca211515b3a1ed9f3cf74ad8ebe345a7ccfd5884

Observation 3f0cbf6d-c5b4-45cd-8c3d-952332a3927c · outbound

This paper cites Flashattention: Fast and memory-efficient exact attention with io-awareness.Advances in Neural Information Processing Systems, 35:16344–16359, 2022.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Flashattention: Fast and memory-efficient exact attention with io-awareness.Advances in Neural Information Processing Systems, 35:16344–16359, 2022

Reference 32

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source=pdf_text observed=2026-08-07T14:52:55.424528Z digest=sha256:a0dceb0cef6bd43d907164625a83c58947f21be05718910d544ab8a4da47cb5d

Observation 1b9824f0-230c-4c10-8cb7-1ebe1d5bdeae · outbound

This paper cites Effective Long-Context Scaling of Foundation Models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Effective Long-Context Scaling of Foundation Models

Reference 33

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source=pdf_text observed=2026-08-07T14:52:55.492170Z digest=sha256:fdd4f55d8df7ef8792fc19ee1ebe4b27251472c82a86dd8df82bf591e5f771ad

Observation 67720c70-3cfd-43a9-b124-4bb834bca452 · outbound

This paper cites Liger Kernel: Efficient Triton Kernels for LLM Training.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Liger Kernel: Efficient Triton Kernels for LLM Training

Reference 34

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:55.565011Z digest=sha256:3c8da0e7865f401c0c5f0798122d50f66df790a47596d5d75abe7680016748a1

Observation 1c57709c-5045-4694-aebb-90fad6e68c7b · outbound

This paper cites Sequence Parallelism: Long Sequence Training from System Perspective.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Sequence Parallelism: Long Sequence Training from System Perspective

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:55.653397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:55.653397Z digest=sha256:d91bd9f8f39a0cd88484c3c2eea3bcc24a57dd9d294b1b7d8107ce33a9b11af2

Observation 17272d42-67da-474f-b1c7-1e877bbd3cfa · outbound

This paper cites The llama 3 herd of models, 2024.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning The llama 3 herd of models, 2024

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:58.546318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:55.786923Z digest=sha256:ab32852bf34d57d07327b667447abb32ae60447bf99b302585340e8a72b6b06e

Observation e3a1307a-6496-4093-b873-fbb83626f8c1 · outbound

This paper cites Qwen2.5 Technical Report.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Qwen2.5 Technical Report

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:55.899787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:55.899787Z digest=sha256:490deb86d43eacdc7e2fb1ca82447063d54488e183c33bbc34200f86b56cad7e

Observation 36318347-379f-4946-80d2-ff6861487279 · outbound

This paper cites Qwen3 technical report, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Qwen3 technical report, 2025

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:58.437841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:56.035751Z digest=sha256:40b4ed7d2bd67203d2dbba8a7d355e4a183142b28a749d7361b873aabf92c98a

Observation 88864ef1-ac5d-4ed2-b435-2c17d41cf35c · outbound

This paper cites Hewett, Mojan Javaheripi, Piero Kauffmann, James R.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Hewett, Mojan Javaheripi, Piero Kauffmann, James R

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:56.155818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:56.155818Z digest=sha256:12b3a769212b7910a01e1dbc7fc895a05203eabec843aac9fcc6c921fc6c4d51

Observation 9b48255d-0eca-415c-ab14-359a0719a663 · outbound

This paper cites Qwen2.5-1m technical report, 2025.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Qwen2.5-1m technical report, 2025

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:56.236092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:56.236092Z digest=sha256:3dbc90924a83190c3b91b3fd624f3e05c2bbd3c194f255a6fe3170816735fca1

Observation 9767d3ff-8416-4b34-a3db-927867aa0cf9 · outbound

This paper cites From 128k to 4m: Efficient training of ultra-long context large language models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning From 128k to 4m: Efficient training of ultra-long context large language models

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:58.313210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:56.301998Z digest=sha256:68af6cc3e78a53e41b811814aeec9ac8a3a8be44561842c6e7854c8efc7db463

Observation 4a3847d9-33b0-4711-98a1-af1bee570309 · outbound

This paper cites Extending Context Window of Large Language Models via Positional Interpolation.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Extending Context Window of Large Language Models via Positional Interpolation

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:56.378791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:56.378791Z digest=sha256:b160a0a5aaf661a0c6b19f5e5aeed1a2be974c490500786d022d67d1825236ff

Observation ce2f2f82-25dc-4f7c-81ba-9c8f47808aaf · outbound

This paper cites YaRN: Efficient Context Window Extension of Large Language Models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning YaRN: Efficient Context Window Extension of Large Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:56.491358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:56.491358Z digest=sha256:4ff9c8b59756c5db431614e3d16c94b630bec85d6c402ad2f79db4bd1b9ed229

Observation 13f16647-9f64-401a-b8c1-f5998597842e · outbound

This paper cites Llm maybe longlm: Self-extend llm context window without tuning, 2024.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Llm maybe longlm: Self-extend llm context window without tuning, 2024

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:58.167482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:56.563329Z digest=sha256:082ade55ad06f230f165b6bd60efc5c63a130d7f5880d31c0e21bb3693939719

Observation f3c22e48-7052-4612-bdf5-87bec02cbfc0 · outbound

This paper cites Efficient Streaming Language Models with Attention Sinks.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Efficient Streaming Language Models with Attention Sinks

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:56.664579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:56.664579Z digest=sha256:a14172f6d6b1c461369347b3dd3e2b73507fddfe9e9acec6dc601d51ad494971

Observation ff545a06-89e8-4566-bf02-e95186ddb68c · outbound

This paper cites Lm- infinite: Zero-shot extreme length generalization for large language models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Lm- infinite: Zero-shot extreme length generalization for large language models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:58.072465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:56.792329Z digest=sha256:e0867f5fac34b6d8b3d57f7845cd603cfca1d6f2653debe79c5ff72af847ad2a

Observation 6c9e7f83-4ba1-42c5-a88e-b1c4e25d6d5c · outbound

This paper cites Infllm: Training-free long-context extrapolation for llms with an efficient context memory.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Infllm: Training-free long-context extrapolation for llms with an efficient context memory

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:52:57.973222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:56.911437Z digest=sha256:19b375733ddd3ed8f9a68d24c73cd0e1e1442430713c687b139f939802e38d97

Observation b2c28d0b-4515-4333-9a51-bcab6c8b7e11 · outbound

This paper cites Landmark Attention: Random-Access Infinite Context Length for Transformers.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Landmark Attention: Random-Access Infinite Context Length for Transformers

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:57.001320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:57.001320Z digest=sha256:ab9744668b1082f99e688623c7c5e8d0c40cfc841d7403864f5e3d7555d495c2

Observation 3a378eef-d312-4a69-9973-f76984819f94 · outbound

This paper cites LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:57.064045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:57.064045Z digest=sha256:4afb57eb2506fdcbe158c0035eb07faa3d08284353a6a25c78b5915c0a71fc4a

Observation 05a81d76-d8bd-4a84-9bf4-cf5846e00336 · outbound

This paper cites Compressing Context to Enhance Inference Efficiency of Large Language Models.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Compressing Context to Enhance Inference Efficiency of Large Language Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:57.119248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:57.119248Z digest=sha256:722ace9d103aed6bd1ddc2ca2fe14a6f691035cbb6a8064f097d964de22ce218

Observation 75835e0e-39f6-4c2a-ada9-8714656a1908 · outbound

This paper cites an unresolved cited work.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:52:57.813085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:52:57.171180Z digest=sha256:bd4eed226227dabdd2f777dd8d1fc47f328c0a26737ea15ad4f6ed6dc7bc6ea5

Observation 84b55a0a-8ba6-429f-a16b-b2e2e5819032 · outbound

This paper cites MoBA: Mixture of Block Attention for Long-Context LLMs.

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning MoBA: Mixture of Block Attention for Long-Context LLMs

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T14:52:57.259455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:52:57.259455Z digest=sha256:6239919c13d046fde65c2a41ec47db3ecd99731a5e2d113d3fa4bcd39bfbf69c

Pith citing papers

Observation 92f5b0e3-3ec4-4d3e-9073-ddee3d45eab9 · inbound

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures cites this paper.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning

Reference 116

Resolution
verified exact
local_arxiv, observed 2026-08-05T20:15:58.666100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T20:15:57.093881Z digest=sha256:1bc1adc1a05469b61c0c52371bcdf9c7d3bc448e56b570536bff56087713817f