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Paper Citation Record · LEDGER

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need

As of 8 August 2026, this Paper Citation Record lists 100 of 139 outbound references and 4 inbound Pith citation observations for arXiv:2507.13966.

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

pith.paper-citation-record.v1
2507.13966 v2

Coverage vector

measured 100 of 139 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:17:43.642357Z

measured 104 of 104 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:12:26.224850Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T11:44:38.709551Z

Reference resolution

100 of 139 outbound references displayed

  • verified exact5
  • verified fuzzy0
  • unresolved95
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60d472aa-c3dc-4899-acc5-050d67be4016 · outbound

This paper cites Hello GPT-4o, 2024.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Hello GPT-4o, 2024

Reference 1

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source=pdf_text observed=2026-08-06T16:17:41.109731Z digest=sha256:d09101615e0a9c8563db7ebc8c9cd3acd58d92c15332715ff3c4e032dfa71177

Observation d403c4e9-a76a-4dd9-b0ee-68b8d1e23683 · outbound

This paper cites Introducing Claude 4.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Introducing Claude 4

Reference 2

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source=pdf_text observed=2026-08-06T16:17:41.115480Z digest=sha256:8ffb5db8e5f68a81dbe61df2f2637a487e66eb84c46f3320b0200dafa623b07c

Observation 809e6fba-0c79-4f0c-9e99-80245f912e23 · outbound

This paper cites OLMo: Accelerating the Science of Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need OLMo: Accelerating the Science of Language Models

Reference 3

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source=pdf_text observed=2026-08-06T16:17:41.119830Z digest=sha256:5e186dabc3039a6900a04c4a1e0552e8b0a21ea7897a1a5752a94d69a29fa90e

Observation 808549ba-dfb2-4c57-aac4-7f9471bc168e · outbound

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

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 4

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source=pdf_text observed=2026-08-06T16:17:41.124808Z digest=sha256:bc65fb83195798b09575089d36cbfdd2ae6669dc6c3384265f18569a1c88fb03

Observation e5ec3b71-a1f7-42f3-a718-91890590ab27 · outbound

This paper cites DeepSeek-V3 Technical Report.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need DeepSeek-V3 Technical Report

Reference 5

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source=pdf_text observed=2026-08-06T16:17:41.129545Z digest=sha256:ab2e042a635f269a01252fa091607b1b59a00ec036626c308a1f1e22f5bd8966

Observation 20bc372d-02b8-4725-8feb-141c347c4b43 · outbound

This paper cites Mixtral of Experts.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Mixtral of Experts

Reference 6

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source=pdf_text observed=2026-08-06T16:17:41.134553Z digest=sha256:4b5fe06f2a728693dea76b1af40679e8dc5a06b14aa56d6d28a93b98e6e5960d

Observation 0ebcfec5-f278-4feb-9cb6-77d4b58b0949 · outbound

This paper cites Qwen3 Technical Report.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Qwen3 Technical Report

Reference 7

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source=pdf_text observed=2026-08-06T16:17:41.140474Z digest=sha256:afff84a73ca282d8cdfe0b466a10eb632dcb1b4ba4fbe0949feb3d8e3057f71d

Observation c8282d0a-962c-49b8-a87b-88940c1475cb · outbound

This paper cites The Llama 4 Herd: The Beginning of a New Era of Natively Multi- modal AI Innovation.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need The Llama 4 Herd: The Beginning of a New Era of Natively Multi- modal AI Innovation

Reference 8

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source=pdf_text observed=2026-08-06T16:17:41.145004Z digest=sha256:e4f932de4e7d858f8bbb975b7f3e84ae828d700b4add984e1370b7751658b583

Observation c9d94212-fec4-45a5-9ea7-31473a23b886 · outbound

This paper cites Cognitive Architectures for Language Agents.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Cognitive Architectures for Language Agents

Reference 9

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source=pdf_text observed=2026-08-06T16:17:41.149300Z digest=sha256:e13da36f0b5769deb8139de3d04fd5d4b766c46f6512203f017b903ddb14ad13

Observation a0df34d6-4587-4907-b614-5e08d250a5d7 · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Generative Agents: Interactive Simulacra of Human Behavior

Reference 10

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source=pdf_text observed=2026-08-06T16:17:41.154030Z digest=sha256:4ee1fd4c60d9b9bd4f84eab2a6ad66c066e433b08b5fba56ccec132abdb141a7

Observation 415478e9-2321-4baa-a582-e8ca2803a7f2 · outbound

This paper cites Claude Code: Deep Coding at Terminal Velocity.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Claude Code: Deep Coding at Terminal Velocity

Reference 11

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source=pdf_text observed=2026-08-06T16:17:41.158251Z digest=sha256:203f944832d4c1511a954f4878e3327ded1148912c13901ee37e7c1a7bff607d

Observation 26449896-30ac-4f6d-b1c4-d719654f49fe · outbound

This paper cites Introducing Codex.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Introducing Codex

Reference 12

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source=pdf_text observed=2026-08-06T16:17:41.166662Z digest=sha256:2513ab3705bb4f13953b22f5699dda9487b0bc9e76837d3b3693669cae572da6

Observation d47af7bd-fd49-40df-8484-9d8caad2cf0f · outbound

This paper cites Introducing Deep Research.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Introducing Deep Research

Reference 13

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source=pdf_text observed=2026-08-06T16:17:41.171331Z digest=sha256:4d0dfad7c00a87f5f664c649fae7c1991f4b66b3a75471f47c8e1fc0b930ee30

Observation 3153c95b-6670-49cd-9af3-7e2d1970aa49 · outbound

This paper cites Gemini Deep Research: Your Personal Research Assistant.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Gemini Deep Research: Your Personal Research Assistant

Reference 14

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source=pdf_text observed=2026-08-06T16:17:41.175755Z digest=sha256:a4025e46cf25861cd599a8f521f254cbee53c13780553cc7a83150e682e808c3

Observation c583414d-7e4e-485c-b7d6-2dba7ccb1fa4 · outbound

This paper cites Superintelligence: Paths, Dangers, Strategies.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Superintelligence: Paths, Dangers, Strategies

Reference 15

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source=pdf_text observed=2026-08-06T16:17:41.179985Z digest=sha256:09155fa38c40106b7e76e65e589ff2df3dcff5b3de3ab61b892ac89b2f470e12

Observation 2fd19fc2-204b-4eb9-909e-f3e47ac33181 · outbound

This paper cites Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision

Reference 16

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source=pdf_text observed=2026-08-06T16:17:41.184115Z digest=sha256:6b275a31b756f0912ad9c20c595543aa4c322f4e9fcba56e0421a36c64435f57

Observation babab834-58b4-476e-a5c7-c7bdf4b62d22 · outbound

This paper cites Highly Accurate Protein Structure Prediction with AlphaFold.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Highly Accurate Protein Structure Prediction with AlphaFold

Reference 17

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source=pdf_text observed=2026-08-06T16:17:41.188752Z digest=sha256:e2594820aadd8b5607dc65ab0ab886ee728490edfe2aea32f16b4aa6693c7877

Observation 31131d3b-3f4f-49bc-8b67-b68167a27f0b · outbound

This paper cites Mankowitz, Andrea Michi, Anton Zhernov, Marco Gelmi, and Marco Selvi.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Mankowitz, Andrea Michi, Anton Zhernov, Marco Gelmi, and Marco Selvi

Reference 18

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source=pdf_text observed=2026-08-06T16:17:41.192950Z digest=sha256:69ae85ba5db3081e9a917ff2ed3fec952fe73a803b2ec6ff37bed51e764ee332

Observation c0a33c4a-f954-4a7f-865e-4109fa6388c2 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 19

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source=pdf_text observed=2026-08-06T16:17:41.197204Z digest=sha256:cf26a9dffa309ca33f3999853ea7873638aaa883d14ca02b8b984b5b25549810

Observation 2ea608df-9db2-47af-8f90-d5fbeec6b6c5 · outbound

This paper cites AlphaGenome: AI for Better Understanding the Genome.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need AlphaGenome: AI for Better Understanding the Genome

Reference 20

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source=pdf_text observed=2026-08-06T16:17:41.201889Z digest=sha256:15b92df170978378ed024f433313ca941ac0ec749d476e4605f302bbf47bb70e

Observation 485b7507-d5e3-4326-8656-c418b228021f · outbound

This paper cites Towards an AI co-scientist.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Towards an AI co-scientist

Reference 21

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source=pdf_text observed=2026-08-06T16:17:41.206167Z digest=sha256:926ed9c7c169286999986d8b32dc044323b5d101d7879083a8b7f9b42af0df50

Observation bdcb45fd-bc5c-45ae-a24a-55ac54f30237 · outbound

This paper cites Schoenholz, Muratahan Aykol, Gowoon Cheon, Ekin Dogus Cubuk, et al.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Schoenholz, Muratahan Aykol, Gowoon Cheon, Ekin Dogus Cubuk, et al

Reference 22

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source=pdf_text observed=2026-08-06T16:17:41.210528Z digest=sha256:56c60c731bbdff8f56dd3e440204d872b0ae1d41d026b3bbc71e5f36a3816177

Observation 6e104c32-a3b9-493f-b787-a448d94ffe8b · outbound

This paper cites Durrant, Jerome Ku, Michael Poli, Greg Brockman, Daniel Chang, Gabriel A.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Durrant, Jerome Ku, Michael Poli, Greg Brockman, Daniel Chang, Gabriel A

Reference 23

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source=pdf_text observed=2026-08-06T16:17:41.214690Z digest=sha256:1c0d4d088b2b3dbc3969cec2b497d44387f663746b8dce902b0011eb92dbe233

Observation e3b53a28-8a51-4527-8d8a-4b1d4f0a2899 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Training Compute-Optimal Large Language Models

Reference 24

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source=pdf_text observed=2026-08-06T16:17:41.219061Z digest=sha256:7e413f49d7741fe2ac2878e9f9f31dfaab9beb8fd042a8601774031ea579f608

Observation f1ed2cbd-efab-47de-ac7f-bd0b41004c8d · outbound

This paper cites Language Models are Few-Shot Learners.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Language Models are Few-Shot Learners

Reference 25

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source=pdf_text observed=2026-08-06T16:17:41.223817Z digest=sha256:4699314a8faf955e207ee752a705d2c2fbdc72a3624253250d1f057274c337cb

Observation db84f609-2054-4dec-a4bb-3666526985ef · outbound

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

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 26

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source=pdf_text observed=2026-08-06T16:17:41.229985Z digest=sha256:1ccadf0ab7930a22967996d549c2a5c5a0252c3a9e869440e5c5db39c91a9c75

Observation 9f94c12d-c8fe-48d6-bdac-2c5f449b04d8 · outbound

This paper cites Interpretable Contrastive Monte Carlo Tree Search Reasoning.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Interpretable Contrastive Monte Carlo Tree Search Reasoning

Reference 27

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source=pdf_text observed=2026-08-06T16:17:41.235276Z digest=sha256:5c6b17db21c4630f1874a1fa8cb1f413def0c9cfcf264afaa66bcbaf669cb816

Observation f4e283be-a2a4-40e1-8c43-d53f0e9a5fe3 · outbound

This paper cites s1: Simple test-time scaling.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need s1: Simple test-time scaling

Reference 28

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source=pdf_text observed=2026-08-06T16:17:41.240552Z digest=sha256:2d09ce8526253767e73888c1b2dcc915903c3f1716b9173c8fb0e253d654a77b

Observation b9d01210-f6a6-4a0c-a78c-cb1e72ffc579 · outbound

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

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 29

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source=pdf_text observed=2026-08-06T16:17:41.244847Z digest=sha256:f4dba695e888235e8b2a8f1630f9157f607909d03eba8e5336e8c33fa97709bf

Observation 148fdb15-5dae-4095-b7df-3c3f37b10270 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 30

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source=pdf_text observed=2026-08-06T16:17:41.249260Z digest=sha256:e8c8c9139ad45c69091746c910a796a16b1c0a8bcc1cb980db6cfada1192b805

Observation 38261320-6911-447b-bfb9-12bb303ef166 · outbound

This paper cites Emergent Abilities of Large Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Emergent Abilities of Large Language Models

Reference 31

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source=pdf_text observed=2026-08-06T16:17:41.253676Z digest=sha256:b228e1bfbabc14df930814c9db3ca9088660c87bc6263aaa0bb9281790add871

Observation f2f400b3-2837-4189-a5ce-668effef067e · outbound

This paper cites Are Emergent Abilities of Large Language Models a Mirage?.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Are Emergent Abilities of Large Language Models a Mirage?

Reference 32

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source=pdf_text observed=2026-08-06T16:17:41.258568Z digest=sha256:ec476fe08d77866856193e88c398d7d2c5473c8cda9e3a73717172f5d85916e5

Observation d704166e-0686-4521-88d8-4c0cbb6345ed · outbound

This paper cites Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting

Reference 33

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source=pdf_text observed=2026-08-06T16:17:41.263158Z digest=sha256:102ea960d82deda9a80cd9e97e889dc633cd6742aba6c273f9f4bc1f0aa8e3f7

Observation 5c67e761-1f4e-45f8-b811-9a54c4d75257 · outbound

This paper cites What Can Transformers Learn In-Context? A Case Study of Simple Function Classes.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need What Can Transformers Learn In-Context? A Case Study of Simple Function Classes

Reference 34

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source=pdf_text observed=2026-08-06T16:17:41.267606Z digest=sha256:49cef701854014dfcb164667bbcf75a15048f61f515a1841f960ba83dc5695e0

Observation 408d8166-faee-46de-9b6c-9ba257f56abc · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Lost in the Middle: How Language Models Use Long Contexts

Reference 35

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source=pdf_text observed=2026-08-06T16:17:41.272105Z digest=sha256:f05b6f470cbdc74ee67864e63752caab1c77b8e76577e6cfbca13c165d38757d

Observation 9ae33452-3424-450d-828d-01aac9f462c2 · outbound

This paper cites Safety Alignment Should Be Made More Than Just a Few Tokens Deep.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Safety Alignment Should Be Made More Than Just a Few Tokens Deep

Reference 36

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source=pdf_text observed=2026-08-06T16:17:41.276241Z digest=sha256:794ec581d3b186969fbc9f04573410321b3b8e6903b0715dc6dd8c0419ec24ad

Observation 395a9f8a-5c1d-461c-a515-b08ccc6347c7 · outbound

This paper cites ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems

Reference 37

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source=pdf_text observed=2026-08-06T16:17:41.281266Z digest=sha256:00b6c45be33813fb997efad069a3636a86747afde0ab9127a59e1a0aba2dfcdd

Observation 1e71a387-e5f3-4a1b-9bda-b9fa0820e19f · outbound

This paper cites The Origin of Concepts.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need The Origin of Concepts

Reference 38

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Observation b12c641f-dab6-404f-bd38-410470133a5b · outbound

This paper cites Tenenbaum, Charles Kemp, Thomas L.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Tenenbaum, Charles Kemp, Thomas L

Reference 39

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Observation 4beee7a9-c611-4da5-93a3-b396c365b688 · outbound

This paper cites Building Machines That Learn and Think Like People.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Building Machines That Learn and Think Like People

Reference 40

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source=pdf_text observed=2026-08-06T16:17:41.294931Z digest=sha256:2bf02e71fc16d8b0076e2701467275985e59d89804bc8978eb4bb50ecb55cdf0

Observation d71f4d38-7c3f-44e2-b577-5dd941210ddd · outbound

This paper cites DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learning.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learning

Reference 41

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source=pdf_text observed=2026-08-06T16:17:41.299186Z digest=sha256:252c180144b92b2ac00dab95d88d9ae2f5f215129e37b10f435b2b96e83c0135

Observation 45c4f16b-acea-480d-8954-a8eeeac1f478 · outbound

This paper cites Efficient Probabilistic Logic Reasoning with Graph Neural Networks.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Efficient Probabilistic Logic Reasoning with Graph Neural Networks

Reference 42

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source=pdf_text observed=2026-08-06T16:17:41.303604Z digest=sha256:5116876a8f9b1c663f90fad87fcf349fb7a3b5f4e499bd1f2c8a6da55e5967be

Observation 09ed9df4-25b4-44d6-8a10-d2e5a879fc62 · outbound

This paper cites an unresolved cited work.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-06T16:17:41.308708Z digest=sha256:dc54245f8fa27107bcb9c492b726e9353434ea8746a9e6e4c7cf0edaf947e810

Observation 84433131-c46c-4bed-b78f-7d94c8f8ec5d · outbound

This paper cites The Unified Medical Language System (UMLS): Integrating Biomedical Terminology.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need The Unified Medical Language System (UMLS): Integrating Biomedical Terminology

Reference 44

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source=pdf_text observed=2026-08-06T16:17:41.313354Z digest=sha256:603f1b85a93f674b895da8a4745d4d99685de854b7736fcdcaa35911cafe2888

Observation d23739ce-038a-4656-9cd4-0fd5ff0a631a · outbound

This paper cites QA- GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need QA- GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering

Reference 45

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source=pdf_text observed=2026-08-06T16:17:41.317693Z digest=sha256:f5fd065c8acb0307e7d03b5eaa1888cfab521a726db779897fb746a6e770a665

Observation fff02550-bb61-4c57-b70d-7dbf20c6d6b8 · outbound

This paper cites International Statistical Classification of Diseases and Related Health Problems 10th Revision (ICD-10).

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need International Statistical Classification of Diseases and Related Health Problems 10th Revision (ICD-10)

Reference 46

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source=pdf_text observed=2026-08-06T16:17:41.321581Z digest=sha256:cb8a47e94710ea5061b2118831f7db914c920065df6178df973f745d69b89ab1

Observation 7d6cd609-4905-4922-9b4f-1b1984c8a825 · outbound

This paper cites DBpedia: A Nucleus for a Web of Open Data.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need DBpedia: A Nucleus for a Web of Open Data

Reference 47

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source=pdf_text observed=2026-08-06T16:17:41.325722Z digest=sha256:29cc6d1d41615bdc28607fd92c61347982b26a8f644724e55f9b11c77053ba7a

Observation b6766bfb-da7d-449a-b7e9-c141f5c2df7d · outbound

This paper cites Introducing the Knowledge Graph: Things, Not Strings, 2012.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Introducing the Knowledge Graph: Things, Not Strings, 2012

Reference 48

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source=pdf_text observed=2026-08-06T16:17:41.330488Z digest=sha256:750cf13e4af9db0b7d3f76d158893e294d62ae8c379174f00fef3a2157e2793c

Observation d0d0ab8f-e0c3-4240-97d0-cef49ad9a8e4 · outbound

This paper cites Rindflesch.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Rindflesch

Reference 49

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source=pdf_text observed=2026-08-06T16:17:41.335016Z digest=sha256:cf4d02af945d797d63a67e391b1b7ae4bad9d4ca5b7ce011342d9c0a5b0ea08d

Observation 19b5e468-9cb6-463f-8ac6-087888dd228f · outbound

This paper cites Chen, Dexter Hadley, Ari Green, Pouya Khankhanian, and Sergio E.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Chen, Dexter Hadley, Ari Green, Pouya Khankhanian, and Sergio E

Reference 50

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source=pdf_text observed=2026-08-06T16:17:41.339430Z digest=sha256:0849005631f46785b11b3fc00407d503843d1b4637445e93addb5796c5374516

Observation aec51c7b-ed93-4b0e-9484-84dee9bc75ed · outbound

This paper cites Wishart, Yannick D.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Wishart, Yannick D

Reference 51

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source=pdf_text observed=2026-08-06T16:17:41.343633Z digest=sha256:2eb651e56296fbe5989da3375922a78a77ce543ef4987c4ea661b0c99d141eca

Observation 1873ade7-14df-49d5-a9ed-c39eaea0a696 · outbound

This paper cites Gemini 2.5 Flash Model Card, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Gemini 2.5 Flash Model Card, 2025

Reference 52

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source=pdf_text observed=2026-08-06T16:17:41.347792Z digest=sha256:7e98525c44e6e566ce29527f1a6e3ac23808d0106ceebb93d5f9e7a465c0a1f8

Observation 500bb040-fbbc-4bd1-937f-8cd5dd6757cb · outbound

This paper cites Gemini 2.5 Pro Model Card, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Gemini 2.5 Pro Model Card, 2025

Reference 53

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source=pdf_text observed=2026-08-06T16:17:41.351772Z digest=sha256:06ec3ba0b75a48f6f95d7a6cff1f5cd4b893c2b29338deb095046f3752416266

Observation 7ad62d70-b03f-4d7b-89a5-50c226e44fa0 · outbound

This paper cites Qwen2.5 Technical Report.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Qwen2.5 Technical Report

Reference 54

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source=pdf_text observed=2026-08-06T16:17:41.356083Z digest=sha256:c9de6551fccb12f35da7b16f5579c50578e9057a41ff6d19fbd2c522ed84c89c

Observation c3718a83-834d-44d3-be75-3cfec893ce5e · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 55

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source=pdf_text observed=2026-08-06T16:17:41.360823Z digest=sha256:5fca776431ecd911cdf48aaeb587634ef6c4aa84a0bb616e9683123617f94dff

Observation c8b59435-69c5-4532-9562-c9146a5ddc93 · outbound

This paper cites QwQ-32B: Embracing the Power of Reinforcement Learning, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need QwQ-32B: Embracing the Power of Reinforcement Learning, 2025

Reference 56

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source=pdf_text observed=2026-08-06T16:17:41.366424Z digest=sha256:8a9f0b3f8eb1c9995bf2524bca742b08d06bf10266a735d9eb3d4a8716493558

Observation aeb61969-929a-483a-b560-3e299319fba8 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need LoRA: Low-Rank Adaptation of Large Language Models

Reference 57

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source=pdf_text observed=2026-08-06T16:17:41.371924Z digest=sha256:cba8e3bc0cb95c570e53026c60e46778a0404c6a22c082fe93a6faf4f8bb62eb

Observation d721f6a4-8019-4d12-b8a6-95b7d127bc0b · outbound

This paper cites Introducing OpenAI o3 and o4-mini, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Introducing OpenAI o3 and o4-mini, 2025

Reference 58

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source=pdf_text observed=2026-08-06T16:17:41.377278Z digest=sha256:37edf306be5f3542584333e06b608a3524d4eb6e3bfb22eb002983977cda4068

Observation 8a9ff7ce-8817-4559-9336-bfc99f0217d6 · outbound

This paper cites Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks

Reference 59

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source=pdf_text observed=2026-08-06T16:17:41.381626Z digest=sha256:87f19314a006a7a42e9d31885d29f98726b727922221238f1aa6f79e37c4d5c1

Observation c8c17416-676c-41d2-846a-89d271c87fd2 · outbound

This paper cites MedGemma Model Card | Health AI Developer Foundations | Google for Develop- ers, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need MedGemma Model Card | Health AI Developer Foundations | Google for Develop- ers, 2025

Reference 60

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source=pdf_text observed=2026-08-06T16:17:41.385776Z digest=sha256:563761d8e32a41b31851010e5d537e71fcf71653660da66ba26eaf5ef04eced3

Observation 3f31cad2-27da-40e9-8a3e-eb1c4c33b86d · outbound

This paper cites Sky-T1: Fully Open-Source Reasoning Model with o1-Preview Performance in $450 Budget, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Sky-T1: Fully Open-Source Reasoning Model with o1-Preview Performance in $450 Budget, 2025

Reference 61

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source=pdf_text observed=2026-08-06T16:17:41.406231Z digest=sha256:9269ccb21c77dc67d1d250c348f3f95124b9fdf9552c50f2d50e922be68c36a5

Observation 1eed84cd-cc25-4f3a-b7d8-f5344a188aec · outbound

This paper cites What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Medical Exams.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Medical Exams

Reference 62

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source=pdf_text observed=2026-08-06T16:17:41.434923Z digest=sha256:9d3a172bd71ce26f1b4c67fdacb7e55ff2800a5f1b0665470af47663cdd9516a

Observation 9be80d0b-07f9-428f-afda-ebbcfaf17f20 · outbound

This paper cites MedMCQA : A Large- Scale Multi-Subject Multi-Choice Dataset for Medical Domain Question Answering.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need MedMCQA : A Large- Scale Multi-Subject Multi-Choice Dataset for Medical Domain Question Answering

Reference 63

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source=pdf_text observed=2026-08-06T16:17:41.469741Z digest=sha256:d58e187cdc148f1f29ae0255906ee9e3ab3cbb14d5a4a0bb099c8e7057ce2543

Observation 24d78a28-d69b-408f-8518-d3595e1bda89 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Measuring Massive Multitask Language Understanding

Reference 64

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source=pdf_text observed=2026-08-06T16:17:41.507060Z digest=sha256:2337728d83e6591fe0124338617d12884ef3726f5a630c6e5a6251ad2b0c6c93

Observation b767ae7e-583b-4e66-b5ae-998bad6028fd · outbound

This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 65

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source=pdf_text observed=2026-08-06T16:17:41.562803Z digest=sha256:9c2925ae74c79638fd2d937fdd1ea823e77640c6540a5ef3175b098af3ef7930

Observation 343f7b8a-0f47-48cc-a7ea-b84176a34a89 · outbound

This paper cites Benchmarking Reasoning Robustness in Large Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Benchmarking Reasoning Robustness in Large Language Models

Reference 66

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source=pdf_text observed=2026-08-06T16:17:41.606874Z digest=sha256:9c417a5888ccb4246c4d747ece39e83c9bc8194064eea7381c33243b243e878a

Observation 52359923-fd43-4128-89fa-214101c18d15 · outbound

This paper cites Longwell, Ian Hirsch, Fernando Binder, Galileo Arturo Gonzalez Conchas, Daniel Mau, Raymond Jang, Rahul G.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Longwell, Ian Hirsch, Fernando Binder, Galileo Arturo Gonzalez Conchas, Daniel Mau, Raymond Jang, Rahul G

Reference 67

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source=pdf_text observed=2026-08-06T16:17:41.643731Z digest=sha256:e06183fad01b7d02def446e14c4ca88a2aeb1cc33226489c9f630f447cfc33b5

Observation 9e7c3a91-35c0-40e9-9667-51653ded1053 · outbound

This paper cites KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA

Reference 68

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source=pdf_text observed=2026-08-06T16:17:41.677094Z digest=sha256:9818c91a71d6e2b081620fd0d6eb62b53fcdb47e9193ec2ee8ef93859f7e7ed8

Observation 9dc3352f-e32b-4289-858a-59cd452805ea · outbound

This paper cites Patterson, Matthew M.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Patterson, Matthew M

Reference 69

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source=pdf_text observed=2026-08-06T16:17:41.704248Z digest=sha256:f3c99d0a8ffbce3a5eacb9fca9028985d5d30ccaa330cd61c31ab962aa69cbe8

Observation 02caa930-2285-4eac-8964-787825440861 · outbound

This paper cites Selective UMLS Knowledge Infusion for Biomedical Question Answering.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Selective UMLS Knowledge Infusion for Biomedical Question Answering

Reference 70

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source=pdf_text observed=2026-08-06T16:17:41.719952Z digest=sha256:e692907cd7fb21c8ade92f0a24f8fc8c9965cc532ede9bb27ce90e7ce98faf11

Observation c5bb2b06-3166-4d75-a326-6604a6cdc631 · outbound

This paper cites AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Reference 71

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source=pdf_text observed=2026-08-06T16:17:41.738528Z digest=sha256:3e26f692e9fb48a1bf0c9c14e5fa15fa437ad20242e29cc0a3f09fba040d3b6e

Observation 228ad727-2f72-431d-96d2-40bab0998b8b · outbound

This paper cites an unresolved cited work.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-06T16:17:41.757045Z digest=sha256:0ff0e7f14ae6e656b508728c2b42cd6f84fcd230512dcfd684cdc8627a53c1fa

Observation 36bfa780-3432-4390-9327-f68e0b90dc6c · outbound

This paper cites Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering

Reference 73

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source=pdf_text observed=2026-08-06T16:17:41.778397Z digest=sha256:3e81cf1daf663d753e112499427ea350ab42c548bc1c0d05ac20405a2988bfd1

Observation 3f2baecf-3189-416a-9115-1e325b68306c · outbound

This paper cites Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering

Reference 74

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source=pdf_text observed=2026-08-06T16:17:41.809430Z digest=sha256:e88e9b7e5c92f9d5d1a7f90fb0cb18eddf3dd5d826f17d082956c5a6cc3e1cde

Observation 708f1ac3-6c99-46d6-9018-abe614a41a75 · outbound

This paper cites A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal

Reference 75

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source=pdf_text observed=2026-08-06T16:17:41.831748Z digest=sha256:416aad44d563d7c2014d49bd39e00799dbc07af20c37775f24eb380ef04a5821

Observation cf7f3de5-ac27-4bb0-a0bd-b3b42044c673 · outbound

This paper cites AlpaCare:Instruction-tuned Large Language Models for Medical Application.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need AlpaCare:Instruction-tuned Large Language Models for Medical Application

Reference 76

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source=pdf_text observed=2026-08-06T16:17:41.850697Z digest=sha256:0a87c9cd6bb9199a50dbcc42bd4e2dbede77d053af25f49ccbdc836f3a455c2a

Observation 299eb3df-ab52-49bd-a9a1-3ea9fa47d946 · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 77

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source=pdf_text observed=2026-08-06T16:17:41.870206Z digest=sha256:81e818f68e0f69d64aa4a143fae956d6536ae0857c91892e0ada0ff0c0eafda8

Observation 46f1b054-8a83-4ed3-8268-10b2be3eec20 · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 78

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source=pdf_text observed=2026-08-06T16:17:41.893051Z digest=sha256:3b83e7eedb6a9947123e3c7be2291b7dc88fd3a8332502d543f3541f28371e74

Observation 3b228041-e6d1-427d-b1d8-d72a55a8fa39 · outbound

This paper cites How to Design, Create, and Evaluate an Instruction-Tuning Dataset for Large Language Model Training in Health Care: Tutorial From a Clinical Perspective.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need How to Design, Create, and Evaluate an Instruction-Tuning Dataset for Large Language Model Training in Health Care: Tutorial From a Clinical Perspective

Reference 79

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source=pdf_text observed=2026-08-06T16:17:41.914979Z digest=sha256:19a583731e7dc9960ce60d94e85bcc9400c39755ed908ec400ab8cd59158c43c

Observation e25d72ea-265a-459f-8fe5-9051306f7b12 · outbound

This paper cites KG-QAGen: A Knowledge-Graph-Based Framework for Systematic Question Generation and Long-Context LLM Evaluation.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need KG-QAGen: A Knowledge-Graph-Based Framework for Systematic Question Generation and Long-Context LLM Evaluation

Reference 80

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raw_fallback, observed 2026-08-06T16:17:47.974899Z

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.

source=pdf_text observed=2026-08-06T16:17:42.017482Z digest=sha256:4cfc3434c2d3b9a17a12062f3c7cb62f67ff28c9f46ba579cc9bc461a8bd97b4

Observation bf9c440b-7e07-4b3c-995d-b7e0a1ff0927 · outbound

This paper cites Curriculum Learning.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Curriculum Learning

Reference 81

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source=pdf_text observed=2026-08-06T16:17:42.121978Z digest=sha256:327e8a2e2f94f12e177c76fb4898d4ddbd813268c01b6a14ac4c599741373c67

Observation e70fc8f1-fab8-4294-9dc4-b14052d41adb · outbound

This paper cites Curriculum Learning: A Survey.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Curriculum Learning: A Survey

Reference 82

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source=pdf_text observed=2026-08-06T16:17:42.222975Z digest=sha256:62e94c2a2e6f8f070427df41891ed7163664c8916dbe8e21ca11239a58023a03

Observation 0459df19-0e4d-437f-86df-340dcaaba760 · outbound

This paper cites Curriculum Learning: Theories, Approaches, Applications, Tools, and Future Directions in the Era of Large Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Curriculum Learning: Theories, Approaches, Applications, Tools, and Future Directions in the Era of Large Language Models

Reference 83

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source=pdf_text observed=2026-08-06T16:17:42.315041Z digest=sha256:203596ed38b5d4b21ed59669929846ddcb1a5fc3191a940aa5ab64db196e0a74

Observation c5c5172d-f4f9-4cba-a63c-fc89d155ca83 · outbound

This paper cites Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning

Reference 84

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raw_fallback, observed 2026-08-06T16:17:47.807107Z

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.

source=pdf_text observed=2026-08-06T16:17:42.408116Z digest=sha256:ff04dca6698542fe654428d8ea7b44b84c169bc5c109b6a46c3bac9129216700

Observation 1ddbd2ae-5d37-4e4a-a103-e4a1357e8290 · outbound

This paper cites Let's Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Let's Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models

Reference 85

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local_arxiv, observed 2026-08-06T16:17:47.634448Z

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.

source=pdf_text observed=2026-08-06T16:17:42.532463Z digest=sha256:739087cabd3199e8499453585d960fbe992aad33b05104120616067b9c8f7838

Observation 33da6239-f19a-4d70-8677-09c1f26c3769 · outbound

This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Reference 86

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source=pdf_text observed=2026-08-06T16:17:42.606542Z digest=sha256:b33b83e4fc2a7b797438df277c243f1a48685901f7e0ee4c1a62243a2b920348

Observation dd6feb12-bbba-4bef-a5bc-813227719212 · outbound

This paper cites Can an Easy-to-Hard Curriculum Make Reasoning Emerge in Small Language Models? Evidence from a Four-Stage Curriculum on GPT-2.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Can an Easy-to-Hard Curriculum Make Reasoning Emerge in Small Language Models? Evidence from a Four-Stage Curriculum on GPT-2

Reference 87

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local_arxiv, observed 2026-08-06T16:17:47.485766Z

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.

source=pdf_text observed=2026-08-06T16:17:42.693259Z digest=sha256:92c3cf3728932a00e30505cc2aef087432cecc6a808a15ec855f14f346c3e7c3

Observation ab651607-4378-40ee-8418-bb4a3a0ca1e7 · outbound

This paper cites Curriculum Learning for Small Code Language Models.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Curriculum Learning for Small Code Language Models

Reference 88

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local_arxiv, observed 2026-08-06T16:17:47.330820Z

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.

source=pdf_text observed=2026-08-06T16:17:42.766893Z digest=sha256:98bcd8ff94c966cd0af73ffb25357955c97241fff3285472c1896b99e1bad5ac

Observation 14ea29d2-ebf9-4a93-86ae-c63c3f001253 · outbound

This paper cites Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving

Reference 89

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source=pdf_text observed=2026-08-06T16:17:42.830614Z digest=sha256:2d8ff34afbedd620717fcb418ff717311b27ab0ab33778085e6ad1eb4fd0bf2f

Observation 972495fc-162d-4ff2-bd0a-9276c88e20b7 · outbound

This paper cites Trinh, Miroslav Olšák, Xiaomeng Yang, Hoang Nguyen, Marcelo Menegali, Junehyuk Jung, Vikas Verma, Quoc V.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Trinh, Miroslav Olšák, Xiaomeng Yang, Hoang Nguyen, Marcelo Menegali, Junehyuk Jung, Vikas Verma, Quoc V

Reference 90

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source=pdf_text observed=2026-08-06T16:17:42.911898Z digest=sha256:74d9c43e13b02736a04e65a16a544fd167601a3debe64483b1a103a4fa88f70c

Observation 061e31b1-ba24-4b77-b94f-eef42f8dd929 · outbound

This paper cites Toward Scientific Reasoning in LLMs: Training from Expert Discussions via Reinforcement Learning.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Toward Scientific Reasoning in LLMs: Training from Expert Discussions via Reinforcement Learning

Reference 91

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source=pdf_text observed=2026-08-06T16:17:42.986386Z digest=sha256:0fc19e731e3c93c72b74a065858c71c12f2ef645fb0c089c979cbfd92e77845f

Observation 5468e308-bcc6-4515-8258-05aa1c0a1120 · outbound

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

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Will we run out of data? Limits of LLM scaling based on human-generated data

Reference 92

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source=pdf_text observed=2026-08-06T16:17:43.060987Z digest=sha256:927d6e81ae6cf0eee0bbef33965152af79f603f8b5251ab8342019a76017ba23

Observation ebc7bbf3-6f09-4ace-824a-c6df0e0ef52d · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 93

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source=pdf_text observed=2026-08-06T16:17:43.153925Z digest=sha256:a20a4884fdb8fff1f2a702a8784d8671a21817109a1303c2d9b17aa589d2aa13

Observation 92dd4ef0-d2f0-4a50-83bd-109d3573a848 · outbound

This paper cites Generative AI’s Crippling and Widespread Inability to Reason.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Generative AI’s Crippling and Widespread Inability to Reason

Reference 94

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source=pdf_text observed=2026-08-06T16:17:43.248344Z digest=sha256:dea8882c9bc218faf68032bd493e254cd6c2c7bd98815de08379bf94d906a589

Observation 92f0a813-e742-4fc0-84a0-ff51079b2408 · outbound

This paper cites AI 2027: We Predict That the Impact of Superhuman AI Over the Next Decade Will Be Enormous, Exceeding That of the Industrial Revolution, Apr.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need AI 2027: We Predict That the Impact of Superhuman AI Over the Next Decade Will Be Enormous, Exceeding That of the Industrial Revolution, Apr

Reference 95

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source=pdf_text observed=2026-08-06T16:17:43.307011Z digest=sha256:8bdde57806bf2ae361875f0e8404409fe16aaa71a7815b880196b6ced9bffaa1

Observation d2ff502a-eb07-4959-9884-d8fa069662c4 · outbound

This paper cites Society of Mind.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Society of Mind

Reference 96

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source=pdf_text observed=2026-08-06T16:17:43.391064Z digest=sha256:e817aa522b0e395fb2468b66873c673a840cf781ffdf887c380b6ff2d88b7d2e

Observation eeafb1a5-1a35-4bb6-99c3-e9c2a02ae370 · outbound

This paper cites Let's Verify Step by Step.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Let's Verify Step by Step

Reference 97

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T16:17:43.441507Z digest=sha256:60177ba19ac0c8453a90d866bba1a61dd67ff6e3725869264bfcf6bb5f701292

Observation 831304a9-a95a-4fbc-8061-dfcca0b6d0b9 · outbound

This paper cites The Path to Medical Superintelligence, 2025.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need The Path to Medical Superintelligence, 2025

Reference 98

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no resolver link, observed 2026-08-06T16:17:43.539719Z

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source=pdf_text observed=2026-08-06T16:17:43.539719Z digest=sha256:4aa0aac09dc2674fb28d9198e25aae7d5d591af7cfde634773dcb31965822ffb

Observation fb99996f-53b8-4e63-bf2f-5e40351d8160 · outbound

This paper cites Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards

Reference 99

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no resolver link, observed 2026-08-06T16:17:43.569732Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T16:17:43.569732Z digest=sha256:5d0b0faf1d65f9dfd981ab63b7eb63eaaa5625c63ab4c7806aa74d42eefd7010

Observation 2eb8c480-3c2e-4282-95f4-f0264d0d0e14 · outbound

This paper cites Capabilities of GPT-4 on Medical Challenge Problems.

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Capabilities of GPT-4 on Medical Challenge Problems

Reference 100

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source=pdf_text observed=2026-08-06T16:17:43.642357Z digest=sha256:3a63a2219e234b6990a5d3e2be39c768c66399094d3b974bc94e8ca5ffac9720

Pith citing papers

Observation 6575998c-2f04-4d6b-a8dd-d6f20a80d4e6 · inbound

Structured In-context Environment Scaling for Large Language Model Reasoning cites this paper.

Structured In-context Environment Scaling for Large Language Model Reasoning Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need

Reference 5

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arxiv_id, observed 2026-05-18T12:26:22.362624Z

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.

source=pdf_text observed=2026-05-18T12:23:15.257737Z digest=sha256:165bf840445b5240834cd3c23ebfb6b65ef89f1b7df90f3f409b45518a285fb3

Observation 59bca160-7a46-462a-9f98-2407c32d5783 · inbound

A Vision Toward Energy-Efficient Domain-Specific Artificial Intelligence Models and Agents cites this paper.

A Vision Toward Energy-Efficient Domain-Specific Artificial Intelligence Models and Agents Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need

Reference 163

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no resolver link, observed 2026-08-04T08:12:26.224850Z

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source=pdf_text observed=2026-08-04T08:12:26.224850Z digest=sha256:59bd68ca3054c8e10988986fda1810d3a71cfaf2f25c4f46a8c45160e7ede204

Observation 65141491-16ff-4eda-b575-b2b53e037d81 · inbound

MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs cites this paper.

MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need

Reference 13

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arxiv_id, observed 2026-05-15T22:56:50.394080Z

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.

source=pdf_text observed=2026-05-15T22:52:30.992054Z digest=sha256:842dd449c675152a461b42e5213fd704113b9ba4529e1376c0724cdaf0a34e8d

Observation fda6aa4e-2ee3-41c2-bcb4-5631cc64913c · inbound

Knowledge Graph-Driven Expert-Level Reasoning for Neuroscience cites this paper.

Knowledge Graph-Driven Expert-Level Reasoning for Neuroscience Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need

Reference 11

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arxiv_id, observed 2026-06-30T11:44:38.711131Z

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.

source=pdf_text observed=2026-06-30T11:36:03.804989Z digest=sha256:c8c8dfafc20bb117963d4d36b74c28fc364e8a85f70276a18f8b7942a135ca46