Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:05:09.683644Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 4 inbound Pith citation observations for arXiv:2506.14794.
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 2026-08-07T12:05:09.683644Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-01T05:39:01.180338Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T20:38:55.794252Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6f60fb9b-3796-4f98-9d42-c5967f9f8ab7 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Model soups: Averaging weights of multiple fine-tuned models improves accuracy without increasing inference time
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0ee0c404-947e-4f69-9003-0d11eeaf288f · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors TIES-merging: Resolving interference when merging models
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8c2df37d-ee34-41b2-869c-5eee29d09f31 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Animating rotation with quaternion curves
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bdc5e4a2-eb64-405d-a7ef-bdbab5c88fbe · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Model breadcrumbs: Scaling multi-task model merg- ing with sparse masks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9ad7a3f0-9c6c-4e5c-b336-597b607eb58e · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Language models are Super Mario: Absorbing abilities from homologous models as a free lunch
Reference 5
Source-reported events for the cited work
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Observation cfa0edd7-59d2-4a89-b46f-cd83503013e0 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Model fusion via optimal transport
Reference 6
Source-reported events for the cited work
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Observation d012a045-7165-4c00-b2d0-f5c5be26f718 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Transformer Fusion with Optimal Transport
Reference 7
Source-reported events for the cited work
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Observation f036cf60-340d-458b-9124-4054a815dcbf · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Evolutionary optimization of model merging recipes
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b391c331-76fb-4f1a-b7e5-7438c6b35cfa · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Command A: An Enterprise-Ready Large Language Model
Reference 9
Source-reported events for the cited work
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Observation 0a77a879-0dde-420d-9266-8813b5df5ba9 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Unlocking efficient long-to-short LLM reasoning with model merging
Reference 10
Source-reported events for the cited work
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Observation 50aa11de-1865-4a83-8102-d271751ccdf5 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek R1T Chimera
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a4f00381-38cf-4db2-9c56-a35fb6aca131 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7cbebdf-116b-48d3-8bee-71013138d6a3 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Learning to reason with LLMs
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e2722e4f-a12e-4490-acdc-a1180d94d83a · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning
Reference 14
Source-reported events for the cited work
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Observation 9008f3e3-2b23-4141-856f-860074c0f2f0 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Gemini 2.5: Our most intelligent AI model
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c30d0e6c-36b8-4395-96c2-641e88b7c491 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Qwen3 Technical Report
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6cc3957-3e8b-45c0-8449-ded0833181d5 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5929afe-c3ea-498d-9144-067571548b61 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d69d9467-76b6-4fd4-b0ca-affd6b5abb56 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Token-Budget-Aware LLM Reasoning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 698e1ad0-1e98-43e3-bae3-ac20252e9bc0 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Reward-guided speculative decoding for efficient LLM reasoning
Reference 20
Source-reported events for the cited work
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Observation 81d1dec5-e0e8-4e79-9716-074206c32ab8 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Training language models to reason efficiently
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6ce1610-7a08-4ddc-a7a8-bfe1990b8d34 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors C3oT: Generating shorter Chain-of-Thought without compromising effectiveness
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 11502696-71a4-4c7c-9ffd-d832e8056088 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Can Language Models Learn to Skip Steps?
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8747041b-1000-4eb6-8823-63b530df5efb · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f07bf61d-8001-44f4-8fb5-dc504ecf61b3 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Merge to Mix: Mixing Datasets via Model Merging
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eaa22c83-71e7-4ffa-a539-cb25b4ddc1af · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Editing Models with Task Arithmetic
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19261a43-7196-4658-9eb9-906ab5352fd5 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10eb9f43-f979-42b6-92f7-431cb891d513 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc4a598a-027d-4742-b69d-b9c2bdf55b2f · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Unconstrained model merging for enhanced LLM reasoning
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 249ffc4c-a126-4cd1-a807-7fe1b1ad2ca0 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Deep Model Fusion: A Survey
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e65e0535-672f-46c7-87d1-6788f07afd4f · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Mixtral of Experts
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7804fd88-ecc1-4a5a-b2f5-cc13ea16f3d3 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-V3 Technical Report
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd1fcbe6-e8dd-4c86-95ba-6c3e71944284 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Adaptive mixtures of local experts
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 24cd8361-ac23-46a9-8379-7b561fd28e6f · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebbda3ef-7484-4402-ac72-7171ebe6e9bf · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-V2: A strong, economical, and efficient Mixture-of-Experts language model
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 303c88a8-602f-41ec-bdc7-141d3302085c · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-V3-0324
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6bcd8ab5-1d6d-4e7c-a914-6fff81596465 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a11abc8-16d0-4c46-bdd2-e00e1c7d9ca0 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors The Lean 4 theorem prover and programming language
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7b8cb65d-0183-4c93-994d-35e44dd2715f · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors deepseek-ai/DeepSeek-R1-0528
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fae646a9-fef6-4c2f-b057-d1cf8eabf128 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Trans- formation and Graph Compilation
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b99d0fe-5fe3-45aa-acb1-ec3826bd943c · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Efficient Memory Management for Large Language Model Serving with Page- dAttention
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 15b5ba85-9803-468a-82c0-bfc000f34a0f · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 55ec80f8-d43a-4207-85c2-d7285e211605 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors American Invitational Mathematics Examination - AIME 2024
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b0915101-5dd3-4fc9-8062-b9d3436b01c1 · outbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 688c0079-b298-48bb-b226-c1c74c239799 · inbound
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 655df4ed-ef85-4604-b96b-24df9fb0dc34 · inbound
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors
Reference 223
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 959cd4fe-d3ad-4931-b7fb-64d68181ff65 · inbound
IsabeLLM: Automated Theorem Proving Applied to Formally Verifying Consensus Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6f7e6b1-c925-4e36-b407-6f7fc0cf6e4d · inbound
Benchmarking Large Language Models on Floating-Point Error Classification Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.