Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-02T22:10:59.568675Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 100 of 237 outbound references and 1 inbound Pith citation observation for arXiv:2606.15079.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-02T22:10:59.568675Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-08T10:00:02.677030Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-08T10:04:51.447850Z
100 of 237 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 018c02fa-b5fb-4ab4-a5aa-e3ae1eeb1ad8 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Skywork Open Reasoner 1 Technical Report
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 71f971eb-8b53-45ac-959e-b8cc27569b82 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2025 , eprint=
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 60ce043a-c6b1-466a-b563-0bef6b4800fe · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Understanding R1-Zero-Like Training: A Critical Perspective
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4c0f01ac-bdad-4f80-9ad5-52151924c290 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2023 , eprint=
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 60a0c84a-874c-4334-8c1e-4ca3e8a0e1e3 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2021 , url=
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4485ce45-517a-4f29-81a8-38a516b38fde · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale The Open Images Dataset V4 , journal=
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6fcd767d-38f7-4c14-9f47-3c4f4ef56a00 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d94b88ac-673a-4177-9dad-8f3729af4dc5 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale The Thirteenth International Conference on Learning Representations, ICLR 2025, Singapore , year=
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 590e827e-125e-4bc3-894d-55a05269a8f6 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2024 , url=
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b428d440-dbb6-4f23-94ef-820c10d84236 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 99c1c147-8f4b-4258-a4dc-b8a4213af520 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3f388934-1d56-4163-94c4-e6ecacc1aa58 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f5237801-7309-472c-a8ef-86e6f5696db0 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale ARC-AGI-2: A New Challenge for Frontier
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6e43da8d-feb9-4cd2-a2fd-9fabd55d7f5f · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale GAIA: a benchmark for General AI Assistants
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c375d98d-1fe2-49af-b150-dddcdac2b883 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f92b9dc3-7969-4da1-bd14-96c7c6b4ae57 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5661e374-a02c-45cf-b528-d14e17d70af7 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1df9e685-deaa-48ce-9585-a8263e36ca81 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Kimi K2.5: Visual Agentic Intelligence
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a0167b8c-a1ae-4750-9f5e-f152df2e4ae0 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Kimi K2: Open Agentic Intelligence
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1243fdec-a184-4404-9d65-d20e018a1098 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale OpenAI GPT-5 System Card
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f10f1f86-0410-4f36-92ea-0bdd16ac5122 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale YaRN: Efficient Context Window Extension of Large Language Models
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b362b211-c6f8-46a3-b1e9-5cddb78ce14e · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8f808b6e-4103-4b9d-a5bb-a39d89cab0b4 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Advances in Neural Information Processing Systems , volume=
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c1de38ed-cb2c-4205-b03b-a31183a21dbf · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale ARC Prize 2024: Technical Report
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a1a1daf7-4b8d-45cc-9409-0aa5c43005fc · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Every step evolves: Scaling reinforcement learning for trillion-scale thinking model
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aa490fe4-6ae8-453c-b334-d1b6aa5aa84f · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 34753d3b-497c-4259-be34-2ff0be16c5f3 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Addressing the Abstraction and Reasoning Corpus via Procedural Example Generation
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d56451b8-c653-4918-ad73-e1bf1fe5a86a · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale InternBootcamp Technical Report: Boosting LLM Reasoning with Verifiable Task Scaling
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ef966bbf-3c32-48b4-8906-fbb350038b6a · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 17274652-e42c-4172-80ae-411dcf2c4404 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b53e4771-dfa0-42e0-9f60-9d0c7761fc26 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2025 , howpublished=
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dd4102a5-23f4-41c4-861f-800cfe7f2cfc · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale KPop: Taming Training–Inference Mismatch in Reinforcement Learning with Adaptive Masking Regions , url =
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d1be6065-2e3e-47d3-8feb-dac0bbf16296 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2024 , eprint=
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f9c19ec0-d7b6-483f-bb96-53866b11886e · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dfd2d85c-3e49-423e-905b-f0575091ebd2 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale ArXiv , year=
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 051e79ca-6d81-47d0-b6ea-2f493502078d · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8d3c9a02-debc-44b5-b9cb-e2443e5ae003 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2026 , eprint=
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation de3bf6e8-8f17-4fda-907b-07ef0930a4b4 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2026 , eprint=
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9a51bda2-090a-464f-8b12-25b9489d3398 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2025 , eprint=
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 622103ba-0592-4b1b-8598-69e217a2ce89 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2025 , eprint=
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ea118472-1d2e-4c88-b985-c0e32b0c756b · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ee39f1bb-7785-4c7c-a977-ffcb6c9b79a5 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2025 , month =
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a0ce3fd1-8e73-47ef-b86d-ba65b3e5d89c · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 1999 , publisher=
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6f138eab-7da6-462d-a78a-241abc1ea565 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2023 , eprint=
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9690bc68-f309-4e45-8b36-5927f751efd1 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale The Belebele Benchmark: a Parallel Reading Comprehension Dataset in 122 Language Variants , url =
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ead00168-1be0-4c3b-80af-c64660f20213 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 48060979-fd2d-4b1b-bac9-f99edc0b38e2 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Michelangelo: Long Context Evaluations Beyond Haystacks via Latent Structure Queries
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6a18c88f-744f-41e6-9dee-fcdd626a1b1a · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale URL https: //aclanthology.org/2025.acl-long.183/
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ca5c71dd-d1aa-404d-ab98-dc728a5aafa1 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Arrows of Math Reasoning Data Synthesis for Large Language Models: Diversity, Complexity and Correctness
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f1f85a3c-f8cc-4cfd-8be3-2bb2df0f7cea · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale 2025 , eprint=
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 56e06d2b-e2fb-4f59-90f8-1574a67bdd9b · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale BOSE: A Systematic Evaluation Method Optimized for Base Models
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation efd457d8-9fcc-4964-849a-c5924e6e5c60 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Group Sequence Policy Optimization
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c9f56f47-c7d6-4452-9af3-0a9b92ee75a5 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0e86d4f7-fd09-4903-ae24-849794d019dc · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Muon is Scalable for LLM Training
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cd189d63-1278-4f74-b03e-2080d55d6e12 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Query-Key Normalization for Transformers
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 037d8e93-23e2-4634-ab25-565f2104866d · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Better & Faster Large Language Models via Multi-token Prediction
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation caea6735-0e6b-4355-a78d-f953ed053c25 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Deep Learning Scaling is Predictable, Empirically
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e02d999e-d366-4577-8195-d6963d6a76f2 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Scaling Laws for Neural Language Models
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fe2573c9-ffe1-40cf-81cf-4072e1e58848 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Training Compute-Optimal Large Language Models
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d668197d-999a-43a9-bc58-334752974e28 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6d27cbb9-ee3f-42ca-ad62-bbe255e5de8a · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale The Llama 3 Herd of Models
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0b37ccaa-d6b8-485c-a097-c184764ed578 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Language models scale reliably with over-training and on downstream tasks
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0149c990-33ca-44bd-8bd2-61e61e025e49 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Reconciling Kaplan and Chinchilla Scaling Laws
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b36f3396-bd91-48a9-827c-ec445c2739c4 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Predictable Scale: Part I, Step Law -- Optimal Hyperparameter Scaling Law in Large Language Model Pretraining
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a7a374ed-0c14-446c-8d42-76a0b062dbe8 · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Scaling Laws for Predicting Downstream Performance in LLMs
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3e49b294-79ca-4791-82c8-e05c21dc5edc · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Observational Scaling Laws and the Predictability of Language Model Performance
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 55f2739c-75de-4c01-833f-5dbd7e7cc69c · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a6fe28f4-7c45-4f99-b097-ba36b18f1d4e · outbound
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Compression Represents Intelligence Linearly
Reference 69
Source-reported events for the cited work
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Reference 93
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