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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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=sha256:711f62b7912ba7b022ef832c59c7f6988945356cd88bfc6d10d17dc358acff11

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=sha256:207f35731fe24835911477b7a7c252fe1999dda269d79a20cfdb1dfcf54fb16a

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=sha256:06dfc70fa731212dc04859f8c494ef9ada82680b083276c5128e89a0a4461866

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:b42470a20bf3027d16dd7e1dd0190f304ff5f66ebd5eb2b66f2f7b61c9623ec8

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=sha256:558a59e4f8eb76a6ee7e729fa465aefb7337611b6efa60a8d054cf12dd104b5d

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:d0f50ee510351429403eccdbfea7d2f8ae7e46d41eb9d2f2b170b8a21429daab

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=sha256:81662fc8f00ef491988d59e84f31239fae6a7fec80b3fba8d7ae6f5afaa767e9

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=sha256:6fc633ef2829637d3b90f351bf476883f332f259708535dc9185a6c6f9cde339

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:e919c3483f7ab0ae094d072bf9508e614dccf98e43440a28c2882b7912c4ecdb

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:a252588b68c3fd66872fda094b75dc4e4c95922e1ee2787ae9b72a2091eafe7c

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:debbd3b44abb4921bfc04ceaa0848d0f6d8b4fb246281dede7c721acf5bbe524

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:b262f33e112f1ab22d2aa0e20104bf96097c44763723bf0c063739fa85f91a2a

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=sha256:0331d005c6568c5dc87c443cf9516e7bdc9a1d7f3e0be095570eaf9d4d49537f

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=sha256:0838153723706f67aa4564dbad913de71a8fefd7c72479651bc2d7ecc6451ce7

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:b98a0d8665002a13d1ea3d1c5f6a7bfd7551fbd457fc22662824e8f528e89eaf

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:bbb2ae3754fafd10a8eaa22c2ae9187e41a2e85b09de820c27a0aa99f166f34f

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=sha256:706f43da50d112b48974e841b925cb506eeafb61a89666a291fa8ffa4ce8ead1

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=sha256:5f625bfef9547c20005865255bbab987f6261819aa23cc2ca1f76ebc6a8257f9

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:de037e80e76c2dda8c7c5bac3b91e3853315ab2e0c77bd48ae986af80906d905

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=sha256:7f930d8bdf05fa249a03924bff5e3f80b437f16c20014644252c3ac455d6683a

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=sha256:8b9172c92d1e1be6b4c10c4a784d72cf6dfdb627865d05fce701adfdd35a4a39

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:c33538fbb7a0887a982aa13928f7de0ee762ffe8c380694d4636894efac661f9

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=sha256:01bc52d9ff00d85badb5414b2dc4468f6ffebe6e379d9fdd0e6ad5647373f1d2

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=sha256:3dd4a4c6b6f9e6e062a14482f6f7a9abd8a92252593d21d1619a1768a27bf2c7

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:c113ddf7f24f282822b3a7b0f6ca136b7e3a366d9d663b45dd79a8549f37d320

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:dc7d8a633ad37957e1f0f4cefc2efc015c5fb4123612633c608e8a5d71a2ed12

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=sha256:300ef40a22061dd7d79b09503335fb057e96ad5a876cc2b17ce192e5d5b07449

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:b093c66e8d52e26d595818dd2292d64250739f3a8e26f286ed4551fd58dede24

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:d84208fe8e9a9259bbaf762accb0928248992220b9af53fcc9439ed4d3e8c96e

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=sha256:8b17bbf3c54c8cc1b9b9f58356eddf01e7bec99d6e19452b7e9959d32a3b914a

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=sha256:17cfe188d8484e074b55a733e1ff4611857138a0aceb2367249d248115687d93

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:b68419b35843bd951b28ad6869b2585bb98ab3206dea387345f1f99635b1f2c6

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=sha256:3eb50104b9d17b2e4db4ca51518b62da1e6a9107141629fcfbddf184ef3f41f1

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=sha256:1883803f9a99c138d75371376b6b8340394d757f9d75859e8c47f6a81451af05

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=sha256:9db5ad7cef8f5635d59d1693d34284b2b3fd55c8c9908040852b0409c024460c

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=sha256:6369c8b139e7315c81ecee1002543c796bfdd7cc71bf8d382dcbbb0b66d879fa

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=sha256:12962830a3f8c26d6c6a193da3bef46cf620905bcac7caa4669f7f0649b3d42c

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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source=pdf_text observed=2026-08-06T16:17:41.286169Z digest=sha256:1cd79ff6aedce5233f38e264e919dcbacc2fc35fe80c2fa390a2f4c4fdfbb1f2

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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source=pdf_text observed=2026-08-06T16:17:41.290701Z digest=sha256:ba5eb4b3ac33cce93682a31c9731fb4f33091049b9251c0b9e779cb3eab2f647

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:b724c848c441a299540aab2580d2ca4d9cfca8a5e9f52033564cb4c598f85d8c

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=sha256:25342a9276c9a41f79e90b74e9bcab2e9eb9af21ca6d9e8f9b4e6f92473a0e32

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=sha256:4db8eee2d905aa744d1c09d4ef0d59724d7cfc30a1e661dab5858fc7396e3477

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=sha256:000a6488e00634f5c7a09bd81138984c971430ce7ca9ece7a25331782a2a1d1e

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=sha256:0a7e8f592571549bd8d543dd4c9eea6088063256f322407b494418da8251653d

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=sha256:7d44fb4d0259c209f32034170e4d639d4cd271b9773106b6d1260d3a267ba51a

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=sha256:7abc2b9080749a399d3e7a2b928943a221a10ce7f0f31a3755d7a6273f7810cb

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=sha256:37e959e4f2be3a4b6a05788950fdd4aa59fab715d9ed721e0e3acd7c7407128c

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=sha256:8bc2302c77c0c9f18b613e31bbb31f2de878f93a7032ecef5c07e3a6082d591e

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=sha256:45fdd227916bf71bb3b55c87c7062ec65a9b0bad522d9575430577af5a6a8b7d

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=sha256:426d0d2c555be841fb44553cc03dcb6f24930ab5dbf972e780ba57bf4c316494

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=sha256:4036be6ac267dbd9f9b1ea14ab264d1c0a7c7b6a9ef1b372a0d039d1591980cc

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:c0dc69f9052ec551cd891cd9a6cc986bdc44bc9b5c6c9723a2e8dc511e5d6d3f

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=sha256:070abe5921cacc07ecbf5f1a742aa7a30599affb53fbebcb747e6404e2789342

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:baff02a0053322d88afea962be3df156751417bbd43f1c1d1fb8f31d2a9d5a38

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:a7a05bdef4534dc3c43d4f5bd567e756e1e7ae617726f5b2138f2b377f3126d1

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=sha256:6a265486f918ab0df61eda5b11d51ffec2686c9053147df122ae67f57d436d99

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=sha256:125bf1d1f99f8fecc890ee0606f7268f4df2b98407153586f0dc5067cee7a88b

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:fc98bd9a25bbf51fe1bc325f0df7078fd3066fbea6d7a5a9909f8467a76dc81c

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=sha256:4783111374f921cec8367d06456a2c90b08577bd3374345434d9e84e6c9f8654

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=sha256:2ec1e941b4ce29f7e6b7b47038b69ee84d06f08f8744a95eb8970ef842f8aa30

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=sha256:20f1c0e47bbdd813af06cd78bf5dc966cce5a2146b69c9a6fe57cc7cb881e499

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=sha256:9e1d21121750122f1a9148add8d4e0fe488b0fcec8c6b86d4bc925cd3bb7adfe

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=sha256:3853157cca8d19bfc6bbd635f84b4fd11687e3415a6f52693100c19fa3ee5d10

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=sha256:9d38afddafda19fd861bbf552cd5bdb15c7e66dd53d007c9904ad8074a9d5a2f

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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no resolver link, observed 2026-08-06T16:17:41.562803Z

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source=pdf_text observed=2026-08-06T16:17:41.562803Z digest=sha256:cc6c2e1603f46339ea08e1c9d6f188ebdc77797050d8b488fd1b684296880142

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=sha256:369317b8835fdb61829c8468b7add37b7311f883622060209cb550dabdba7e66

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=sha256:0e370a5e9c2aadf1d326e20d812cca23810f83cdb7f3d8dd91260d8c187c924b

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=sha256:2c5231ddeeffebb331ce55a7601e5474c9a2e1d2280aa16248e716ca7e56f785

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=sha256:33db05b3b293155a963660613f4f3244ab04b40591bfd199e17cdd12a4d75475

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=sha256:0c797b21c90a3bf079fa7638f1052b47b98748deb7b59facd58ff151199fc90b

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:f34683a73172f4444e3b0e71c78cb0b31cc7b7d8b8d79fdbe6ded322a9fe45d9

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=sha256:384887641fdd21aae015da4b3508e79b5b0cc28c00d1c421f6a4d9bff6abad10

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=sha256:348c3c92c48debb258922e1fa15142db42c0e09d7339dabab32e9ef99d516435

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=sha256:55bb350f73560e40e70b1c8889d47c371451fa3f4750fff07eb13e53c5f64a3a

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=sha256:56db3266bc4a3c61005dcac30ca36a9b13ba6480503202d56ffd3fb912d80364

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:de6db8c1ad2f577bfa7397ebf9b4b31b68340aff23fd41d7ada4ccaf9dfe7d28

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=sha256:27edf8e2c033264ea5112751c28802d62c3f1f4bbb202a05d08f9bb34ca30134

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:d9c20711ad20759604e3110c11a42558b3e16fcab39f56389984b2b88b3a5244

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:df6def5de0c4f43755f6425d971e2c1f59d7968f8c99511931762567d9cba1bb

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

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source=pdf_text observed=2026-08-06T16:17:42.017482Z digest=sha256:6cb00724ad95765ccfb4a70be5d194c38ca649b311d78a42a924a4851450caba

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=sha256:19cf7bab5db33288517e9a6a800523b121269a85d9c18959fcb550543acd197e

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=sha256:9f54040295ea7803a6c96f3fc9533760db1624bc875505955516647adeb76ea9

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=sha256:9966ebba37d051d101d0e5877438c5ae819c7494e828b3a01e811779c514d9f2

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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verified exact
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T16:17:42.408116Z digest=sha256:9ef8917d317da436162e3d0852cb8e354b73e2b3a8b64abda418cc1a33e92b38

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T16:17:42.532463Z digest=sha256:1032fb41c0f12109b4077287c5eb5cd4c700672c8bcb895d043554f614fe5e96

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=sha256:3e4e1ac02173b059656eaf78ab09b80015f4775761d7027f70fcfe17930432dc

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T16:17:42.693259Z digest=sha256:f565fafa8a926d264d633d6160ea2bd07523f3997ce86a43998f0ffc1e41c584

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T16:17:42.766893Z digest=sha256:c8359b7053d4733dbc669411e038f0e82121aec5d521467d40b666005c56c9c6

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=sha256:4b64f6c5148e3232d3a94452e2e7fcf8d762b14ad18a7d11b5b4519f5c2c8be3

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=sha256:6c57a6990c595666d3cd9bbf051230d154c59f7f7c4dbbf46cde1e95be79ca8e

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=sha256:33a2dfed290caadccdf82846eb94d753d91bf5113a58faede3f038694295c506

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=sha256:4cf11c055b9c9ec1dab33d038be405cc5ec309d076b9c1476589cfa4801913a6

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:f1893f18d40bc9d548de8d9e04dcf8db0e7f955bf11656bd7352a8d84010dbb9

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=sha256:7aaf1d04bdc36800198a9dc127fed0d80335b34917b73fafa4210bbf30688d57

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:a480accd5856f3f655f138b0b1b69f14b9a99bc6ef10f4ef110cfb1d52693a9a

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:e51d542c8666eb2e8606e0e604d281297355c69698bad962d6532a3fe1dd2ad5

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=pdf_text observed=2026-08-06T16:17:43.441507Z digest=sha256:24d1430206acde8cf15a2dfca067608b75dc7bd9edd17257fbe40a1126bd668e

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=sha256:78e8b2ac30f952e19f834b7d09b35327aebb4df417e6983bb54376b990264690

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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source=pdf_text observed=2026-08-06T16:17:43.569732Z digest=sha256:843f8f94073a238f90f07f6764c25ea11f16e45ad91133f687ad37a4a602d189

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=sha256:77fa556786010da85e6d3ad29f67af2d863a6487f10f60dbdb2fa095d01056eb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-18T12:23:15.257737Z digest=sha256:3b52be8cc98b1d08442227a6cd55b872808e05af2cbca57e298f8a2217fef4b4

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=sha256:908d7a35a3b763e7cfc21fa4f65f4d70be92907e91d54b565b7f2a12cd6e31f2

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-15T22:52:30.992054Z digest=sha256:0fa96f6512c6e40d4766c96eddbad77745ab067a513fef9a311af2fd83542dc0

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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verified exact
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-30T11:36:03.804989Z digest=sha256:2f6387d0c89ca668ca92d690c7ae1acd51ec9ba2cb71920eb11c212ce5fdf45d