Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:17:42.154186Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2508.18756.
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 2026-08-05T16:17:42.154186Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-28T07:13:54.031036Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T07:06:43.816739Z
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 06d29732-220e-4398-b214-e33e734496f2 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Program Synthesis with Large Language Models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf4eed67-8daf-4c43-8846-cac6c833c7be · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Memory Layers at Scale
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ec2a355-90da-4f99-b3b6-d2b9780417c3 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Piqa: Reasoning about physical commonsense in natural language
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7176ecf7-38b0-4c4f-8966-32b3acc9f0f5 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Unresolved cited work
Reference 4
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Unavailable: canonical work link unavailable.
Observation 4ec88c91-b50e-4e60-9e65-e55879060f8b · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e86179a-0fa9-41f1-8fdf-703e4db0a865 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Training Verifiers to Solve Math Word Problems
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1c6fb34-e731-41cc-aa3f-ff880a8298ca · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Approximating Two-Layer Feedforward Networks for Efficient Transformers
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd542213-d772-41c0-9435-d9a454db8c4f · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21d0a2ff-763f-45c3-83b6-db892710129a · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning DROP: A reading comprehension benchmark requiring discrete reasoning over paragraphs
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b28f6439-323b-4962-b986-44410a875be0 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.Journal of Machine Learning Research, 23(120):1–39, 2022
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90764af7-1ac7-4b06-8082-f40da840398e · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning FastMoE: A Fast Mixture-of-Expert Training System
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b5d0f0f-6f70-4f1f-9b93-74b345fadb35 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Mixture of A Million Experts
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8412630-7a60-4108-8d70-e5f05c4506fb · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Aligning ai with shared human values.Proceedings of the International Conference on Learning Representations (ICLR), 2021
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74431a28-f424-4255-9527-53e7dcb99fd1 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Measuring massive multitask language understanding.Proceedings of the International Conference on Learning Representations (ICLR), 2021
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 552c83df-6bf9-4d15-91a2-b1eebbd700d8 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Measuring mathematical problem solving with the math dataset.NeurIPS, 2021
Reference 15
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Unavailable: canonical work link unavailable.
Observation 2dd5a2a9-6fac-496a-b3a1-432231d05997 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Over-Tokenized Transformer: Vocabulary is Generally Worth Scaling
Reference 16
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Unavailable: canonical work link unavailable.
Observation d9fc7fbc-9f52-419b-9d0c-6cbae2d58457 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning C-eval: A multi-level multi-discipline chinese evaluation suite for foundation models
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e8ecbb92-aa3c-432f-9a7c-a9f8c04ef171 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Ultra-Sparse Memory Network
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f339dd7c-1b5f-4c73-b747-c9875d60c6f5 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning dots.llm1 Technical Report
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa57d30e-03f4-47d6-8ff9-e67b51d831d7 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Product quantization for nearest neighbor search.IEEE transactions on pattern analysis and machine intelligence, 33(1):117–128, 2010
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac4e10c0-960f-4123-be6b-4c0c545c5a69 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Mixtral of Experts
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5448c1fb-c3ec-4903-9c3c-64346f545032 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Unresolved cited work
Reference 22
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Unavailable: canonical work link unavailable.
Observation c4b2915f-07ec-48e6-9918-706388389735 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension
Reference 23
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Unavailable: canonical work link unavailable.
Observation e005e7a5-2a00-4426-85f7-543c19ac5dec · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Large Product Key Memory for Pretrained Language Models
Reference 24
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Unavailable: canonical work link unavailable.
Observation e766e8a8-41d6-4b09-a7bd-4f0b18b05e96 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Scaling Laws for Fine-Grained Mixture of Experts
Reference 25
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Unavailable: canonical work link unavailable.
Observation 33ab54b5-1975-4c31-8a67-f73c40d16c14 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Large memory layers with product keys.Advances in Neural Information Processing Systems, 32, 2019
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f8dc512d-f6d8-4d4e-8e75-efa4d47529ac · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning DeepSeek-V3 Technical Report
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21d9ec13-c829-41cc-9880-81543435c15d · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Can a suit of armor conduct electricity? a new dataset for open book question answering
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9140e8c-5cb1-454c-9934-2386a73cfa2f · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning OLMoE: Open Mixture-of-Experts Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b698c83-5376-4f15-832e-f29ac974cc19 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Transformers without Tears: Improving the Normalization of Self-Attention
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 673c66de-f8de-4e25-af8b-aa7ff99e8d7e · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Deepspeed-moe: Advancing mixture-of-experts inference and training to power next-generation ai scale
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e3617df-af46-4e77-bc6f-63f84a873655 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning WinoGrande: An Adversarial Winograd Schema Challenge at Scale
Reference 32
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Unavailable: canonical work link unavailable.
Observation 04d84cf5-9f83-46ab-8cbd-00cb00d46f2f · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning GLU Variants Improve Transformer
Reference 33
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Unavailable: canonical work link unavailable.
Observation d62372b7-4833-4869-904d-1f40b18da95c · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Reference 34
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Unavailable: canonical work link unavailable.
Observation ce438d7d-5e54-4a3c-b4a0-78845ca3dc63 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them
Reference 35
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Unavailable: canonical work link unavailable.
Observation e9893b79-0301-4daa-88ca-f6b7c2aa2e11 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning CommonsenseQA: A question answering challenge targeting commonsense knowledge
Reference 36
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Unavailable: canonical work link unavailable.
Observation 7a0b0e3b-efbc-4799-98ed-7533ba8244f1 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Attention is all you need.Advances in neural information processing systems, 30, 2017
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 55063835-0b19-4ea0-8d12-83f01057f58c · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Moec: Mixture of expert clusters
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5dcddd93-72b7-4b4a-bf0d-487940f0af07 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Qwen3 Technical Report
Reference 39
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Unavailable: canonical work link unavailable.
Observation 277491ed-0343-46cb-b108-e7c227a182f7 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Expert Race: A Flexible Routing Strategy for Scaling Diffusion Transformer with Mixture of Experts
Reference 40
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Unavailable: canonical work link unavailable.
Observation 0fd5e50b-593b-4303-934a-0ef98b620337 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Hellaswag: Can a machine really finish your sentence? In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019
Reference 41
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Unavailable: canonical work link unavailable.
Observation f386348f-bd3d-400b-8408-925a8d03cd26 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Ape210K: A Large-Scale and Template-Rich Dataset of Math Word Problems
Reference 42
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Unavailable: canonical work link unavailable.
Observation d97cc08f-2759-43f4-9634-36c8a1599b67 · outbound
UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning Pre-values
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9c5b9c36-33bd-4b84-8514-b1935b865e6d · inbound
MIDUS: Memory-Infused Depth Up-Scaling UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 18678fdf-ed1f-4050-b3ff-cb9b215df4f0 · inbound
SinkRec: Mitigating Semantic State Sink in Long Sequence Recommendation with Memory-Conditioned Gated Delta Networks UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.