Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:40:16.371345Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 1 inbound Pith citation observation for arXiv:2412.15283.
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 2026-08-11T12:40:16.371345Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:08:35.384832Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-10T22:08:35.871963Z
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6b520867-49d9-4665-b6bb-08a5f2478f0c · outbound
Channel Merging: Preserving Specialization for Merged Experts , " * write output.state after.block = add.period write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44dd5461-484c-4f75-b0ef-f7394463ac5c · outbound
Channel Merging: Preserving Specialization for Merged Experts write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3be958f6-65a1-4611-a1d2-8561a5eb0165 · outbound
Channel Merging: Preserving Specialization for Merged Experts bert-base-multilingual-cased
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation cd242f04-b429-4e3b-83b6-5e9391bf037e · outbound
Channel Merging: Preserving Specialization for Merged Experts Chinese-Mistral-7B-Instruct-v0.1
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7796b79b-3c3b-4079-bcc6-5380855b9e1e · outbound
Channel Merging: Preserving Specialization for Merged Experts CollectiveCognition-v1.1-Mistral-7B
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a047a164-8a45-4fdd-ab7b-e6eed594351b · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9b61e780-dd4a-46d2-8293-cab48bccc3f2 · outbound
Channel Merging: Preserving Specialization for Merged Experts Dolphin-2.2.1-Mistral-7B
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 083d3d18-e500-40da-af65-45bd90123ea4 · outbound
Channel Merging: Preserving Specialization for Merged Experts Hercules-2.5-Mistral-7B
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1f985b63-9efc-4c19-904d-dab7de7dcd57 · outbound
Channel Merging: Preserving Specialization for Merged Experts MetaMath-Mistral-7B
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 68c3095d-35b8-48e9-a9fb-e28155580513 · outbound
Channel Merging: Preserving Specialization for Merged Experts Speechless-Code-Mistral-7b-V1.0
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7b1ad2f9-b000-4497-bb5e-697e73718f53 · outbound
Channel Merging: Preserving Specialization for Merged Experts Wizard-LM-Chinese-instruct-evol
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0e5e061b-d02f-448e-90e3-6b296462ea9f · outbound
Channel Merging: Preserving Specialization for Merged Experts WizardLM-evol-instruct-V2-196k
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ef07f6c0-c405-4c8f-86af-963eec04a11b · outbound
Channel Merging: Preserving Specialization for Merged Experts K.; Hayase, J.; and Srinivasa, S
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5951fe96-d5a6-4cfc-839a-67b901cd574b · outbound
Channel Merging: Preserving Specialization for Merged Experts Program Synthesis with Large Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35de7dc5-ac2b-44aa-a1be-ab16fedbc860 · outbound
Channel Merging: Preserving Specialization for Merged Experts FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69ed966f-6932-4620-9c8d-7f1737e09097 · outbound
Channel Merging: Preserving Specialization for Merged Experts Evaluating Large Language Models Trained on Code
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5de45cb-ed24-4453-a475-e666268fcb35 · outbound
Channel Merging: Preserving Specialization for Merged Experts Training Verifiers to Solve Math Word Problems
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e8538c7-a2d3-4704-9bd3-4f4ffd024c71 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1dc0e92f-6fdb-4671-938e-9a9710d13d56 · outbound
Channel Merging: Preserving Specialization for Merged Experts M.; Gurevych, I.; and Khan, M
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c3bcfd65-0670-4257-b370-74abe6057c25 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e7d584e8-45a5-4721-90da-b9c6741af405 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 35763719-145c-4a71-aea9-067e3ed00619 · outbound
Channel Merging: Preserving Specialization for Merged Experts Arcee's MergeKit: A Toolkit for Merging Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d3cce66-d31a-43ac-9fb0-5376b521359d · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e574051d-50e3-4859-91b6-1670b0164add · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 030ab354-c422-4ba3-b230-050286ede325 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4d12e418-bb06-4d90-9a47-a04fdb41605d · outbound
Channel Merging: Preserving Specialization for Merged Experts T.; Wortsman, M.; Gururangan, S.; Schmidt, L.; Hajishirzi, H.; and Farhadi, A
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 2a892579-e34a-4923-857d-a920a3b21076 · outbound
Channel Merging: Preserving Specialization for Merged Experts Mistral 7B
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77cba144-a348-4985-b9ec-d5a8ced7a9d2 · outbound
Channel Merging: Preserving Specialization for Merged Experts LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a78fcbb4-1d89-46a0-b3a5-916523df2b71 · outbound
Channel Merging: Preserving Specialization for Merged Experts BYOM: Building Your Own Multi-Task Model For Free
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6318e105-db1c-461c-96c0-80b438600d6d · outbound
Channel Merging: Preserving Specialization for Merged Experts S.; and Zettlemoyer, L
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 90e749db-89e0-43a4-bb25-b6568329d6e2 · outbound
Channel Merging: Preserving Specialization for Merged Experts SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2cd5350-b6cb-4125-9636-78958543f60d · outbound
Channel Merging: Preserving Specialization for Merged Experts B.; Granitzer, M.; and Lemmerich, F
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a604d9eb-0b80-4632-8eea-c48384f4f2fe · outbound
Channel Merging: Preserving Specialization for Merged Experts CMMLU: Measuring massive multitask language understanding in Chinese
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b35d34f-335f-46b7-9795-469dd15961ca · outbound
Channel Merging: Preserving Specialization for Merged Experts ME-Switch: A Memory-Efficient Expert Switching Framework for Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0691b77-c426-4ad2-885d-5efba5a35940 · outbound
Channel Merging: Preserving Specialization for Merged Experts Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 298e63e2-5243-4ede-ac75-7ecef48fa1dc · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fb67aaba-d0aa-4ae6-b988-93aa08478348 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d296f486-a204-4d41-b321-3ebf27edd87e · outbound
Channel Merging: Preserving Specialization for Merged Experts S.; and Raffel, C
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a6bb14e6-9ccc-4108-b740-814d66ddb00e · outbound
Channel Merging: Preserving Specialization for Merged Experts S.; and Raffel, C
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 06b693ec-87d6-44fc-a842-9dc4bcb67f7a · outbound
Channel Merging: Preserving Specialization for Merged Experts Code Llama: Open Foundation Models for Code
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3799d27-2204-447f-9b4c-7a9b5b48e471 · outbound
Channel Merging: Preserving Specialization for Merged Experts Large Language Model Routing with Benchmark Datasets
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 310e74cb-d0c7-43d0-90cc-4a5b30319b1e · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 950fdcd0-e88d-4bed-9f57-edf9d7620dbf · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6a03339f-ac87-4f89-a8dc-bce12c3bd064 · outbound
Channel Merging: Preserving Specialization for Merged Experts Merging Multi-Task Models via Weight-Ensembling Mixture of Experts
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b476cf6b-f17f-4eec-89a1-83ada1013fa7 · outbound
Channel Merging: Preserving Specialization for Merged Experts OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7ffdd2f-3646-42dd-80f9-5fdf4fe559f2 · outbound
Channel Merging: Preserving Specialization for Merged Experts Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5368b17d-14b0-492e-8c03-a65da467c4e6 · outbound
Channel Merging: Preserving Specialization for Merged Experts Y.; Roelofs, R.; Gontijo-Lopes, R.; Morcos, A
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 86c00b1c-9023-49bf-8756-f3c1a414e12a · outbound
Channel Merging: Preserving Specialization for Merged Experts PMC-LLaMA: Towards Building Open-source Language Models for Medicine
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79ed223c-9d33-484d-89b4-84ca7850e9b1 · outbound
Channel Merging: Preserving Specialization for Merged Experts A.; and Bansal, M
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 2285d99c-f1d4-45b3-ba45-aaa69fd1573f · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation baab921c-9ddb-4649-9e82-ad4b54f4895f · outbound
Channel Merging: Preserving Specialization for Merged Experts MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d25462f-b719-46bc-8b96-9c1c371d1d13 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6f5405e5-0b06-4e90-8c6b-dc3d771a00d7 · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9e7d6808-0eae-4f1e-8189-3bda492e0d7d · outbound
Channel Merging: Preserving Specialization for Merged Experts Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 758af4d8-5dc8-4b7b-869b-c4cd745e3d39 · inbound
InfiFusion: A Unified Framework for Enhanced Cross-Model Reasoning via LLM Fusion Channel Merging: Preserving Specialization for Merged Experts
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.