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Paper Citation Record · LEDGER

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors

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.

pith.paper-citation-record.v1
2506.14794 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:05:09.683644Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T05:39:01.180338Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:38:55.794252Z

Reference resolution

44 of 44 outbound references displayed

  • verified exact1
  • verified fuzzy24
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f60fb9b-3796-4f98-9d42-c5967f9f8ab7 · outbound

This paper cites Model soups: Averaging weights of multiple fine-tuned models improves accuracy without increasing inference time.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:12.762022Z

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.

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Observation 0ee0c404-947e-4f69-9003-0d11eeaf288f · outbound

This paper cites TIES-merging: Resolving interference when merging models.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:12.596938Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.358024Z digest=sha256:c9b857047f10a44f61c87d23a82d242c09118fcb0c6ef45955d52afff3eeeb26

Observation 8c2df37d-ee34-41b2-869c-5eee29d09f31 · outbound

This paper cites Animating rotation with quaternion curves.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Animating rotation with quaternion curves

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T12:05:12.455942Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.365026Z digest=sha256:bd53a7bb0176d980bb6dbb84a0fb9aacde1845c84b5728e4dc0e0714b4f6d0c8

Observation bdc5e4a2-eb64-405d-a7ef-bdbab5c88fbe · outbound

This paper cites Model breadcrumbs: Scaling multi-task model merg- ing with sparse masks.

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

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raw_fallback, observed 2026-08-07T12:05:12.341925Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.371827Z digest=sha256:0b1e65382d46b64a51663ff1fddd45fb9d36a7752714c237ebc19bd9f418dff2

Observation 9ad7a3f0-9c6c-4e5c-b336-597b607eb58e · outbound

This paper cites Language models are Super Mario: Absorbing abilities from homologous models as a free lunch.

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

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raw_fallback, observed 2026-08-07T12:05:12.220798Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.380565Z digest=sha256:c0873a571aac8e266b1e2f385fef0a4e616ef887ab9cca543466084ddcf9b8d3

Observation cfa0edd7-59d2-4a89-b46f-cd83503013e0 · outbound

This paper cites Model fusion via optimal transport.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Model fusion via optimal transport

Reference 6

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raw_fallback, observed 2026-08-07T12:05:12.066766Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.387939Z digest=sha256:fcdcb5384faf7ef8db24afe8354f2696c976b5f90c5a1a69182a492af9a450a3

Observation d012a045-7165-4c00-b2d0-f5c5be26f718 · outbound

This paper cites Transformer Fusion with Optimal Transport.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Transformer Fusion with Optimal Transport

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.395182Z digest=sha256:1c2eb0b99a2dc3f04fa9a8dfe533523b135776932a7c9c92f1797f2268e36ff4

Observation f036cf60-340d-458b-9124-4054a815dcbf · outbound

This paper cites Evolutionary optimization of model merging recipes.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Evolutionary optimization of model merging recipes

Reference 8

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.402270Z digest=sha256:a390bf191d2b0cb4446b6929a62fb4d075e4c4719337dd84d8c886a45808d192

Observation b391c331-76fb-4f1a-b7e5-7438c6b35cfa · outbound

This paper cites Command A: An Enterprise-Ready Large Language Model.

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

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no resolver link, observed 2026-08-07T12:05:09.408688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.408688Z digest=sha256:9d3044a96f34870f69dc9910f41e238dd40a5013e15c4221490f2d37525d2bbe

Observation 0a77a879-0dde-420d-9266-8813b5df5ba9 · outbound

This paper cites Unlocking efficient long-to-short LLM reasoning with model merging.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:11.847174Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.413942Z digest=sha256:18f22d8c5315a3582663daa7736ad526fc16cee30b88a7d45b6edb160e20d4d6

Observation 50aa11de-1865-4a83-8102-d271751ccdf5 · outbound

This paper cites DeepSeek R1T Chimera.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek R1T Chimera

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-07T12:05:11.744566Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.420554Z digest=sha256:2f2fe5a3b565d1fa9a99de4cd623cfc1bf2e58e46e660ab1fff6a745c32fbdd5

Observation a4f00381-38cf-4db2-9c56-a35fb6aca131 · outbound

This paper cites an unresolved cited work.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Unresolved cited work

Reference 12

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.428093Z digest=sha256:bf62069c85d5b4a0024f5a0410f3a5ca7ab84861ee2ed995b6f70d1993ff131b

Observation e7cbebdf-116b-48d3-8bee-71013138d6a3 · outbound

This paper cites Learning to reason with LLMs.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Learning to reason with LLMs

Reference 13

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raw_fallback, observed 2026-08-07T12:05:11.498216Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.436261Z digest=sha256:f8c2e768df1a5c8ac191621047a5c835b6e443967ba7b9b4f3ea3b34790466d5

Observation e2722e4f-a12e-4490-acdc-a1180d94d83a · outbound

This paper cites DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning.

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

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raw_fallback, observed 2026-08-07T12:05:11.362914Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.443159Z digest=sha256:d04a93f6dc3ed9615e489c1c1d958a84dba7f5de5553319efea89338a5d58f24

Observation 9008f3e3-2b23-4141-856f-860074c0f2f0 · outbound

This paper cites Gemini 2.5: Our most intelligent AI model.

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

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raw_fallback, observed 2026-08-07T12:05:11.240739Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.451003Z digest=sha256:a9154f5cc4f136490cf4b195f1c76427d2c8014c7e92f55c8b5e3587d2e9c849

Observation c30d0e6c-36b8-4395-96c2-641e88b7c491 · outbound

This paper cites Qwen3 Technical Report.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Qwen3 Technical Report

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.457899Z digest=sha256:2bf134e14c5819f1e2f48120dea211ab1c6efb850007b4bfc7f21e9dcdc8f25a

Observation d6cc3957-3e8b-45c0-8449-ded0833181d5 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

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

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source=pdf_text observed=2026-08-07T12:05:09.464134Z digest=sha256:02db3394023fbc3009b4ae8ff022b6e29e44fb1f7165a1b9b61d37d4030cd894

Observation f5929afe-c3ea-498d-9144-067571548b61 · outbound

This paper cites 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 Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 18

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no resolver link, observed 2026-08-07T12:05:09.469762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.469762Z digest=sha256:0e6f0f0310c1783b79d52c4e85cb21ac362d4c5a2ddd535b57978a08cc01a012

Observation d69d9467-76b6-4fd4-b0ca-affd6b5abb56 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Token-Budget-Aware LLM Reasoning

Reference 19

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no resolver link, observed 2026-08-07T12:05:09.476176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.476176Z digest=sha256:a770ae806609dec16a04269ca08e68a875b65494ba40e82644ba0ef25e90b325

Observation 698e1ad0-1e98-43e3-bae3-ac20252e9bc0 · outbound

This paper cites Reward-guided speculative decoding for efficient LLM reasoning.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T12:05:11.045377Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.481899Z digest=sha256:a0178a3a98b26196fd314117a111724f9be62954548732970d9040826c85a9d1

Observation 81d1dec5-e0e8-4e79-9716-074206c32ab8 · outbound

This paper cites Training language models to reason efficiently.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Training language models to reason efficiently

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.873996Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.487908Z digest=sha256:3f53d5197a7f917323e6c778953023039f690de9d1dfae9e4f58d833e031e5db

Observation f6ce1610-7a08-4ddc-a7a8-bfe1990b8d34 · outbound

This paper cites C3oT: Generating shorter Chain-of-Thought without compromising effectiveness.

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

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.503785Z digest=sha256:74b414e3bab2d325cb849eab67d8c1f59bf732125b66cb11efa4382e5b9570e0

Observation 11502696-71a4-4c7c-9ffd-d832e8056088 · outbound

This paper cites Can Language Models Learn to Skip Steps?.

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

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no resolver link, observed 2026-08-07T12:05:09.511104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.511104Z digest=sha256:c2dafe77918ee2da8e89e4266147e31390db37dae3bcebfe46878d86ea88ec7d

Observation 8747041b-1000-4eb6-8823-63b530df5efb · outbound

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

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

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no resolver link, observed 2026-08-07T12:05:09.517534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.517534Z digest=sha256:7aaf91bf36174919a739f98707234d3a0b5249ff8b1770f0da1d4af6a4673b59

Observation f07bf61d-8001-44f4-8fb5-dc504ecf61b3 · outbound

This paper cites Merge to Mix: Mixing Datasets via Model Merging.

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

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verified exact
local_arxiv, observed 2026-08-07T12:05:10.112928Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.524520Z digest=sha256:af9c015cc437f8a23a3079b8e4a382665cf5bb3e519af2efe496994efc091496

Observation eaa22c83-71e7-4ffa-a539-cb25b4ddc1af · outbound

This paper cites Editing Models with Task Arithmetic.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Editing Models with Task Arithmetic

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.533299Z digest=sha256:b74fd31a8f966d0c51022f93eef5f1213cb9aadb48903cf5dcb81ddd48a1f6b0

Observation 19261a43-7196-4658-9eb9-906ab5352fd5 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

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

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no resolver link, observed 2026-08-07T12:05:09.539041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.539041Z digest=sha256:2a8c35c5816111f9123413e00aa820ce5ac46199d4e07fdbb66943b99968d5a4

Observation 10eb9f43-f979-42b6-92f7-431cb891d513 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

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

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no resolver link, observed 2026-08-07T12:05:09.544980Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.544980Z digest=sha256:a0868513bf72e0542fc82f2d92916b86cc2b312cd91558478c9e6350893bfff9

Observation dc4a598a-027d-4742-b69d-b9c2bdf55b2f · outbound

This paper cites Unconstrained model merging for enhanced LLM reasoning.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.626038Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.556312Z digest=sha256:01d113d9857c2b66a5373465ebe1c7cbb00b5ddb8a87b8fd46ebaeabb1aa717c

Observation 249ffc4c-a126-4cd1-a807-7fe1b1ad2ca0 · outbound

This paper cites Deep Model Fusion: A Survey.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Deep Model Fusion: A Survey

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.563505Z digest=sha256:f643e99d562d85b4186df6d95a149d642fd4e6372f64c12c5b98dcbbea8d8825

Observation e65e0535-672f-46c7-87d1-6788f07afd4f · outbound

This paper cites Mixtral of Experts.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Mixtral of Experts

Reference 31

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no resolver link, observed 2026-08-07T12:05:09.571993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.571993Z digest=sha256:e5e99700fb3ecd04567286b0d2c5b8fb76a1578bed38bf7d4daae9060de9294f

Observation 7804fd88-ecc1-4a5a-b2f5-cc13ea16f3d3 · outbound

This paper cites DeepSeek-V3 Technical Report.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-V3 Technical Report

Reference 32

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no resolver link, observed 2026-08-07T12:05:09.584090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.584090Z digest=sha256:b40f189f6731a68aa37ca3ebc19a4419beab0efcab79faf1279ff3c6cf8baf42

Observation fd1fcbe6-e8dd-4c86-95ba-6c3e71944284 · outbound

This paper cites Adaptive mixtures of local experts.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Adaptive mixtures of local experts

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.576567Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.590200Z digest=sha256:05fe97e9787c57cf330cf1098139159287d6982761c954f25f173532bab0d519

Observation 24cd8361-ac23-46a9-8379-7b561fd28e6f · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

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

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no resolver link, observed 2026-08-07T12:05:09.597891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.597891Z digest=sha256:d320628880b6a3d050fe8388285c0defbe8b42d84eaa1156cd65c40ce7b2839d

Observation ebbda3ef-7484-4402-ac72-7171ebe6e9bf · outbound

This paper cites DeepSeek-V2: A strong, economical, and efficient Mixture-of-Experts language model.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.532099Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.604509Z digest=sha256:1b0b6950afa99f84e34b547e84e3b17d449f6299fad0a07f1202fc6d84b547e7

Observation 303c88a8-602f-41ec-bdc7-141d3302085c · outbound

This paper cites DeepSeek-V3-0324.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors DeepSeek-V3-0324

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.505123Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.610763Z digest=sha256:bab6157cc0a452d33023915d5917f25efbd9984d9188e91144619f612f9a504d

Observation 6bcd8ab5-1d6d-4e7c-a914-6fff81596465 · outbound

This paper cites DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.622559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.622559Z digest=sha256:5b4d8866728e4b0533429a5ee10d5b8d4ec0421b81e5b2bcd6eda72846fba8d8

Observation 6a11abc8-16d0-4c46-bdd2-e00e1c7d9ca0 · outbound

This paper cites The Lean 4 theorem prover and programming language.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.463240Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.634320Z digest=sha256:43eb80ab7fbfafe0d5d0e8467f4d4e128310adc4327ea012b74f0abdad5cbb7b

Observation 7b8cb65d-0183-4c93-994d-35e44dd2715f · outbound

This paper cites deepseek-ai/DeepSeek-R1-0528.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors deepseek-ai/DeepSeek-R1-0528

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.436948Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.640705Z digest=sha256:d99f9bb5dbffce60b148a673fd4a36091d9085a66d913fda0212d311ab481770

Observation fae646a9-fef6-4c2f-b057-d1cf8eabf128 · outbound

This paper cites PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Trans- formation and Graph Compilation.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.648782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.648782Z digest=sha256:5b25ef1c3869eb72f44436eb30179737ffaca224f543da853a487e7bd89691ca

Observation 7b99d0fe-5fe3-45aa-acb1-ec3826bd943c · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with Page- dAttention.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.408905Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.660100Z digest=sha256:7cbdebff741b250973b53745c0e1f949e635c494029f9a0e066696de5b25f00d

Observation 15b5ba85-9803-468a-82c0-bfc000f34a0f · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.388155Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.670710Z digest=sha256:d567b15eb92854862a8bd826750933a13757f25ac1149e7f9dee0c89c4198fe9

Observation 55ec80f8-d43a-4207-85c2-d7285e211605 · outbound

This paper cites American Invitational Mathematics Examination - AIME 2024.

Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors American Invitational Mathematics Examination - AIME 2024

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.366339Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T12:05:09.678166Z digest=sha256:b2c6773372099b83102a345792d2fb5cbfb023e5d1dffd57aae9f4d0483f77a0

Observation b0915101-5dd3-4fc9-8062-b9d3436b01c1 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.683644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.683644Z digest=sha256:0b75bba37fc4c11d59fea9347872056ff33ca6807b100b14dfd2d9d584910373

Pith citing papers

Observation 688c0079-b298-48bb-b226-c1c74c239799 · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:29:56.932900Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-14T01:29:56.480020Z digest=sha256:58041f4e50a2be9176a563f1c5400bdf9fffbb23cd0f087f2755d5fb4b9f84b2

Observation 655df4ed-ef85-4604-b96b-24df9fb0dc34 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

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

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T20:06:10.044553Z

Source-reported events for the cited work

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

source=arxiv_source observed=2026-05-08T10:19:08.451445Z digest=sha256:ab16659c869a52fe109dc60f1a2b8a5eef81b62c96bd4a8168dd750b393fb6ba

Observation 959cd4fe-d3ad-4931-b7fb-64d68181ff65 · inbound

IsabeLLM: Automated Theorem Proving Applied to Formally Verifying Consensus cites this paper.

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

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T20:38:55.795889Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-06-27T01:14:04.350160Z digest=sha256:300e3e63ccf7ff2d28fac0c04d5b83bbb1fa6fe2c61450532c963ef32518ce01

Observation f6f7e6b1-c925-4e36-b407-6f7fc0cf6e4d · inbound

Benchmarking Large Language Models on Floating-Point Error Classification cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-07-01T10:15:44.894468Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-07-01T05:39:01.180338Z digest=sha256:30ec8dab46e2c7f324d91ed188f5f8912e62ab77d0ca120ca0584018132d2866