Pith. sign in

Paper Citation Record · LEDGER

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

As of 21 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.350935Z digest=sha256:80247d0f97fdb5aac9caec1d2e65b50ffc70a0f7a47fd290b73e851759e16987

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.358024Z digest=sha256:39a555765dc4d362f061472423a936d5722e02c5a25bf4063e1aaa29340b0709

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.365026Z digest=sha256:2d8b920f9729d6926d43b5065e04522bdff7a584af06b746372cb4bc74b3ce3b

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.371827Z digest=sha256:96053075c5ac2b066697d1fd75c8799a9b6d0ea4e29c96cf57e970f5924d1230

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.380565Z digest=sha256:4c489a8ee61a362bc81ed50611d9d29c2b5f964b887f5fad0a90abfb25343384

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.387939Z digest=sha256:a9bb176d501be6d689da63c55afd63331354e3334a0fec410028a4879404b67e

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.395182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.395182Z digest=sha256:3be669ca9d3216c41cf797680785dc6e402b29cf86c8c25b5db3245635097565

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:11.974220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.402270Z digest=sha256:5475fc1b7ce9e00a344baec87276afddd5e06a036ab30dad6a0cc7ad6849af30

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

Resolution
unresolved
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:c9eee3107b1104ed446913d564bd2413e5567be1a24127843970f1e17c614913

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.413942Z digest=sha256:6b08c3038d17e63387b3db17d3e0a6bc8cce0a556b50bbbe31c979a40c7cdef5

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.420554Z digest=sha256:35e74312e193f9f83a82c484711827bc02f72b31f1d87d18aa09b371c6050e10

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

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:11.619845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.428093Z digest=sha256:9bb1f99d16784cb18be535043a37bd8915f9cae59d0c3d60713b66d0b66de693

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.436261Z digest=sha256:81648811ab48bddcffa92d864ae106a9094bd9795ab9d6039f748cc66faa0228

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.443159Z digest=sha256:82a8b232b36af9368725aba1aa3178b48c1044b1c87aa0825c2197ac7803eb5b

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.451003Z digest=sha256:d3ce46e6b5e7f79bc721efa0465b356c232ee7167539dcf5abb09280a6bcd61d

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.457899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.457899Z digest=sha256:cc94127901f5b1b7a02d1b269752397606d172d2900864beaa564c7a8586a3b7

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.464134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.464134Z digest=sha256:40bbb451502a612b27318bccbc8c7e3261a1cc27453e853b2dd702e06b1b75d9

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

Resolution
unresolved
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:cb8ccabdaebc7f1d09805042ef2781cbb2dbf317bf6062aa85a38c62fae10be1

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

Resolution
unresolved
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=sha256:9da602b9c4600dcb73bfe7117acfd312201bb6541d89108ede4c63bed86ed92e

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.481899Z digest=sha256:d70c0b1555650504bd402242b01bd7b61f679eadb6b3c7f18c7adc6d7b667ba8

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.487908Z digest=sha256:b913cf74157f1a3f05e871104553e296ac141c2b5fea7e0cbbe04220aebde51a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:10.677598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.503785Z digest=sha256:2c1b28e5ff4694ef03b2db7d881297b762c4a27b22dabc1a74fa0139a91a0f29

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

Resolution
unresolved
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:ff7110eef258bb95aa26beec406d46648a90b630bd9993f0a68e5f01755dee91

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

Resolution
unresolved
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:fe4c972274d13b90705fe559e9c97fb01e388ff9f3a4a377c83fbc9255591483

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.524520Z digest=sha256:8e0690ec543d32267c5ffa6e2e6dcf3fa6abc39bd2febec46509f71695c80401

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.533299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.533299Z digest=sha256:11a83c655be5d1f3c2742b0f7a51a10415dd001e415fc5f5b688ae108526b251

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

Resolution
unresolved
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=sha256:6d29ecf2ef5d45be5a2e7361ea90747ad3095ab438148080f82a0b80f94764c0

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.544980Z digest=sha256:1d508899e738db6777ca7fc62aa0ab97c6a13b037e66ab9e9578a5a5c4ea74ba

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.556312Z digest=sha256:fdd1b98d3310f3441da599f9e421bc16cfe95ce2bef3b33528ebe15f801437cb

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:09.563505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:09.563505Z digest=sha256:a783caeecc026ac448fad06efab390118555c3de7e06e0ffd71ce5ebe51fb8e2

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

Resolution
unresolved
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=sha256:347573f4196c511117d97f102090d1fd32bee6e21fb5d6d14635fe9841760fa5

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

Resolution
unresolved
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=sha256:659f53890e1550024e5a21c82dfbb3f73ccf194b4c262232a285cf15a86aa5b6

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.590200Z digest=sha256:c2eb0c2d9411b044372a2dcf5723434504dae43679d81861560c99129429dd66

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

Resolution
unresolved
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=sha256:3fe95a2ae52ed22da24e7416593e1afef048365fa5ed614cd09485b957462a14

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.604509Z digest=sha256:37df74174fbee0f7712b79a0b00da8241cfbbd67fb69f0f0b5b705b9f79db7c0

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.610763Z digest=sha256:5cd1766927b5c036c90599f7a01fb75f71859d2d435e8431d84798780cfd37b6

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:de4ed461666d7f44cd9ed11c70a47577f13b7ec5a41a97b8a6ec029dd544bffc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.634320Z digest=sha256:69cadd27ee76eb9c3928af592a04a94f5773ea86e94ed0c02921c97e60e08ed8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.640705Z digest=sha256:7ca6dfb2ac85a49188951355ca3eec56eb2443cc88a1d3546f78a52db4cc1005

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:c2bbd2f78caddebd94e625b360025a8ef37ab7fc8835c9d49539500221abd000

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.660100Z digest=sha256:ee6982b13a38c435ef4733a91462004addeda8d1d4fc4631d46d0c89de510e28

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.670710Z digest=sha256:29a28d92946bda65e712029bd8776ea7c545623dbf29da62ecaebbd381601174

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:05:09.678166Z digest=sha256:35d510196ff2793e4bf4b0b5b65e3a0ec9a9b28755864f1702f8411665a02516

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:c1af32eb88f0be47047f98aa74b6bb6897964e7a4c690a8d937bf6b79cfa6c6a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-14T01:29:56.480020Z digest=sha256:f17d0247085f48e109f37fb13b4d1cc98d09cd49bf042e32bb12f9e2dcd9f2c8

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 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-05-08T10:19:08.451445Z digest=sha256:8c4985ddda38cec1dc778322193969b3b5931ed6775f458280f5d0f91856faab

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-27T01:14:04.350160Z digest=sha256:da6a165aabfb73503cc2a49c02c4e0d072fe6b1fe9122397afe46f54bdbbf64b

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-01T05:39:01.180338Z digest=sha256:531cd2ad3a5bae4f7c5e7c12b73944d9b6363cbee19fd19c27a582613fb0b696