Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-11T05:36:26.207359Z
Paper Citation Record · LEDGER
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
As of 13 August 2026, this Paper Citation Record lists 100 of 150 outbound references and 100 inbound Pith citation observations for arXiv:2405.04434.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:10:00.206774Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
100 of 150 outbound references displayed
- verified exact27
- verified fuzzy39
- unresolved13
- parse uncertain1
- malformed identifier0
- metadata mismatch20
External citation measurements
5
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 944e2709-9885-415d-a193-0c6e364518da · outbound
This paper cites Llama 3 model card.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Llama 3 model card
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.279750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d24f057b-ebf7-44bd-92b2-c88a53efb6c3 · outbound
This paper cites Introducing Claude.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Introducing Claude
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.292283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0b4d7b31-7be9-435f-bf76-02761533340a · outbound
This paper cites Evaluating Large Language Models Trained on Code.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Evaluating Large Language Models Trained on Code
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T05:36:26.993658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4086f8d8-ed30-4bb6-a04f-b87b6be6a561 · outbound
This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T22:50:20.439308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 344e9eae-3bdd-46b0-a244-ed55c48ddaa6 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.300498Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 96908b73-98f0-492f-8f0c-6b23e1a08d19 · outbound
This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:08:06.759074Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ef25b505-3aec-4e29-baae-758878d7d3e7 · outbound
This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T23:57:11.134962Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3d03e31e-2a1c-4b25-9cb5-8ee700f0d844 · outbound
This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model The Pile: An 800GB Dataset of Diverse Text for Language Modeling
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T05:36:27.244210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5e4d8bf-ae36-4be6-a637-36245066b918 · outbound
This paper cites Introducing gemini: our largest and most capable ai model.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Introducing gemini: our largest and most capable ai model
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.304949Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dc3f1c97-9b26-467f-84f1-2c56e4027b7d · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.309184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bdeae05e-a0f6-4ad5-b841-d56d8c48998c · outbound
This paper cites Hai-llm: 高效且轻量的大模型训练工具.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Hai-llm: 高效且轻量的大模型训练工具
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.313353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b6d19c84-6bc0-4145-8471-c17e03e40217 · outbound
This paper cites KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:36:26.480168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d2c283fc-0a17-4ec6-9904-b77b004536b1 · outbound
This paper cites C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:36:27.180015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a2cdc000-6e7d-4212-9592-b9a058011bda · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.323385Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d3bd00e7-d85d-40f6-8ebf-5d92140d32d2 · outbound
This paper cites Lepikhin, H.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Lepikhin, H
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.330832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 04265ffe-e7a5-4734-8d3f-de4c5c7f9c34 · outbound
This paper cites CMMLU: Measuring massive multitask language understanding in Chinese.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model CMMLU: Measuring massive multitask language understanding in Chinese
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T21:01:11.049549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2d280c8b-1874-4aa5-b644-3ac0b629051c · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.338391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 53571ff3-e138-4594-b644-bb15a90a1bf4 · outbound
This paper cites Cheaper, better, faster, stronger: Continuing to push the frontier of ai and making it accessible to all.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Cheaper, better, faster, stronger: Continuing to push the frontier of ai and making it accessible to all
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.343169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation aeb3ac18-747d-46b9-b40e-790f1a9e076b · outbound
This paper cites Introducing ChatGPT.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Introducing ChatGPT
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.347040Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 49e6a07a-77a9-4260-8f4b-9ff7c384fd00 · outbound
This paper cites GPT-4 Technical Report.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model GPT-4 Technical Report
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T05:36:27.001721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8f7baefc-2620-41dc-a4b0-bc34b81c9421 · outbound
This paper cites Ouyang, J.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Ouyang, J
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.351179Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3d869ecb-9f7c-4d69-a960-5970ff095217 · outbound
This paper cites Rajbhandari, J.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Rajbhandari, J
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.358281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 479535a2-023f-4628-b1d3-0ff138afe6f2 · outbound
This paper cites Riquelme, J.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Riquelme, J
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.362583Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c86154ed-fd88-420d-a570-976f0aad53f1 · outbound
This paper cites Sakaguchi, R.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Sakaguchi, R
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.366755Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4e883403-25c9-4fc8-a2af-19cb1add8cfa · outbound
This paper cites Fast Transformer Decoding: One Write-Head is All You Need.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Fast Transformer Decoding: One Write-Head is All You Need
Reference 46
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T05:36:26.710392Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 55539873-c0a8-4081-a92e-cdfc5685b185 · outbound
This paper cites Shazeer, A.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Shazeer, A
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.370849Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4881d738-2bb2-439f-8aea-ab08d670a168 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.374627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 478b12d8-2347-4e75-8b23-d8849a8419ab · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.380630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 88c45b90-055d-412a-ab31-cca9c7459dd7 · outbound
This paper cites Vaswani, N.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Vaswani, N
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.384763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 18a412c8-19c2-4fae-9ea7-b980700f4f28 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.393266Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 14b49881-a09e-490f-b4a6-f518a0782182 · outbound
This paper cites Atom: Low-bit Quantization for Efficient and Accurate LLM Serving.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Atom: Low-bit Quantization for Efficient and Accurate LLM Serving
Reference 57
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:36:26.468374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 41ebf1dd-bfee-4e1c-bd44-99e759ecc040 · outbound
This paper cites Zheng, W.-L.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Zheng, W.-L
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.397892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 682391b0-dffb-4868-9f4d-e9fca687ae1b · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.405272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 317e65dc-af55-41c5-8adf-0ae42109b8c3 · outbound
This paper cites Zero Bubble Pipeline Parallelism.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Zero Bubble Pipeline Parallelism
Reference 63
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:36:27.188875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8541ea1b-ba59-46a8-bb68-e671a41a5568 · outbound
This paper cites The Eleventh International Conference on Learning Representations.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model The Eleventh International Conference on Learning Representations
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.409369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b0c617b9-d3c9-4073-acef-6be678b541c4 · outbound
This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 65
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T05:36:27.229249Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0618f57f-7314-4262-9980-4221ca783e0e · outbound
This paper cites Neurocomputing , volume=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Neurocomputing , volume=
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.412948Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d816655a-0995-4b58-abc9-dc07541da7b8 · outbound
This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
Reference 67
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T06:53:59.644169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b290ead9-e843-4e39-98c3-86c0e2eac066 · outbound
This paper cites CoRR , volume =.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model CoRR , volume =
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.416901Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 40f89eac-28a2-4d20-ac97-dd7be0fff70a · outbound
This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
Reference 69
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T04:00:08.752459Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b88ca59e-5972-4a83-bbdc-f694e7b59ec4 · outbound
This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving
Reference 70
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T09:19:36.299641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2fb7a04c-ed7e-4f65-b250-3d2f3cdec9f7 · outbound
This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 71
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T16:48:28.215201Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0675cc30-f698-4f7b-a43f-2a581f81869a · outbound
This paper cites International Conference on Machine Learning.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model International Conference on Machine Learning
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.420971Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation db4ceee0-d641-48ae-a308-7ea2718ef87a · outbound
This paper cites Chi and Quoc V.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Chi and Quoc V
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.425082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9abd2411-db74-420d-b70e-8a7cf37729b6 · outbound
This paper cites Mishra, M.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Mishra, M
Reference 74
- Resolution
- metadata mismatch
- doi, observed 2026-05-11T05:36:26.552637Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 287bada5-97e4-42d6-b1d8-5923cb2fc32f · outbound
This paper cites MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning
Reference 75
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T23:46:39.773471Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 71829804-8eb5-4b3b-9223-07cee86e6432 · outbound
This paper cites MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 76
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-13T10:07:53.977132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7378c906-8c6d-4de9-af97-616a35bed4e6 · outbound
This paper cites TriviaQA: A large scale distantly supervised challenge dataset for reading comprehension.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model TriviaQA: A large scale distantly supervised challenge dataset for reading comprehension
Reference 77
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 70261566-b80e-4fef-9726-02fff60a1959 · outbound
This paper cites 2020 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2020 , eprint=
Reference 78
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d038485d-2b1e-4b96-bc55-abd63089c28a · outbound
This paper cites OpenAI blog , volume=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model OpenAI blog , volume=
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.437350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c72bc13f-b6c3-4325-971c-e141227ab149 · outbound
This paper cites Introducing.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Introducing
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.442304Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d65b098b-36cf-4be9-a699-d52f3c935b06 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 81
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cfb546d7-68fa-432f-9030-7f2b14d9efae · outbound
This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 82
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0bf731f7-3398-4b15-ba9f-20fd34f092d2 · outbound
This paper cites Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis , pages=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis , pages=
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.464047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 50a8ca04-56a5-4bca-bf0a-2cce20ac9bf8 · outbound
This paper cites Proceedings of Machine Learning and Systems , volume=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Proceedings of Machine Learning and Systems , volume=
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.468292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 016667a2-f55c-4825-967d-6979cdeb5702 · outbound
This paper cites and Ermon, Stefano and Rudra, Atri and R.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model and Ermon, Stefano and Rudra, Atri and R
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.478514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f90584fe-b2e4-48c4-ad81-4c6fdeead012 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 86
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation eb2b3c49-41cb-48ec-92c3-be4426768c99 · outbound
This paper cites Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=
Reference 87
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2061f0fa-9d4c-478f-a403-97d8d1191444 · outbound
This paper cites Advances in neural information processing systems , volume=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Advances in neural information processing systems , volume=
Reference 88
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.492048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 66be332c-e772-4902-a743-b39e6230d4a1 · outbound
This paper cites SC20: International Conference for High Performance Computing, Networking, Storage and Analysis , pages=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model SC20: International Conference for High Performance Computing, Networking, Storage and Analysis , pages=
Reference 89
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5802070-3356-4ff9-b77c-aa4bed37ef0b · outbound
This paper cites 2021 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2021 , eprint=
Reference 90
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 343fcf88-6488-4ebd-9047-1b3d4c35e1cd · outbound
This paper cites 2018 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2018 , eprint=
Reference 91
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0d981eb2-ce8b-4065-a9ef-13549d49b813 · outbound
This paper cites Introducing.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Introducing
Reference 92
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5884b14c-0964-4e7f-9605-29c619d00924 · outbound
This paper cites An important next step on our.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model An important next step on our
Reference 93
- Resolution
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- raw_fallback, observed 2026-05-11T05:36:27.517786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a59c411c-670a-43d2-a3de-b717121bc5a3 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 94
- Resolution
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- raw_fallback, observed 2026-05-11T05:36:27.525441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ff9aa778-b593-4df1-99bd-699370e17c60 · outbound
This paper cites 2019 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2019 , eprint=
Reference 95
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.534658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5b33bbff-cd3b-4ecd-a311-da1d912aef9f · outbound
This paper cites A Span-Extraction Dataset for C hinese Machine Reading Comprehension.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model A Span-Extraction Dataset for C hinese Machine Reading Comprehension
Reference 96
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 36b982e0-225e-479a-a912-de07da21d81c · outbound
This paper cites 2019 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2019 , eprint=
Reference 97
- Resolution
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- raw_fallback, observed 2026-05-11T05:36:27.542354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 30f3c0be-83e5-4432-b9ca-c7e92ec8c983 · outbound
This paper cites 2023 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2023 , eprint=
Reference 98
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.550893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 714815ec-0d99-4943-97fc-56a4f3841319 · outbound
This paper cites Measuring Massive Multitask Language Understanding.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Measuring Massive Multitask Language Understanding
Reference 99
- Resolution
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- local_arxiv, observed 2026-05-11T05:36:26.890165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 63d22337-1b03-41f1-8275-a38837e26b52 · outbound
This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them
Reference 100
- Resolution
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- arxiv_id, observed 2026-05-11T07:15:24.133279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 560c8b0a-cc5e-4f39-9449-66be3d97a4e8 · outbound
This paper cites Program Synthesis with Large Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Program Synthesis with Large Language Models
Reference 101
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T05:36:26.902671Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 83b24957-e578-4956-a479-88c2cc0f0c24 · outbound
This paper cites Proceedings of the 28th International Conference on Computational Linguistics.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Proceedings of the 28th International Conference on Computational Linguistics
Reference 102
- Resolution
- verified exact
- doi, observed 2026-05-11T05:36:26.650969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6de569d8-e0d9-4d1f-b3f2-75b1ad34495d · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 103
- Resolution
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- raw_fallback, observed 2026-05-11T05:36:27.555618Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b12aa55f-1b87-41fc-aaf1-263fcb54acb7 · outbound
This paper cites Zheng, M.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Zheng, M
Reference 104
- Resolution
- verified exact
- doi, observed 2026-05-11T05:36:26.677247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e71b0ce6-83a9-4840-b899-ab8700b35df1 · outbound
This paper cites doi: 10.18653/v1/D17-1082.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model doi: 10.18653/v1/D17-1082
Reference 105
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 173666b5-53b4-4acc-a5ff-3bc3667c1f9f · outbound
This paper cites Dua, D., Wang, Y ., Dasigi, P., Stanovsky, G., Singh, S., and Gardner, M.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Dua, D., Wang, Y ., Dasigi, P., Stanovsky, G., Singh, S., and Gardner, M
Reference 106
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4dde6ff6-bee7-4187-acba-68c9901b5dd0 · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 107
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1f294b04-f991-41c0-959f-36482aea156c · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model LLaMA: Open and Efficient Foundation Language Models
Reference 108
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2cbea312-c172-4b03-acfb-ae8e2a6284ac · outbound
This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 109
- Resolution
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- local_arxiv, observed 2026-05-11T05:36:26.460929Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 41f51c55-e9b0-453c-819f-70556e88f170 · outbound
This paper cites Code Llama: Open Foundation Models for Code.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Code Llama: Open Foundation Models for Code
Reference 110
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T05:36:26.977652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8bfeaf28-b990-40db-8638-a9b485640951 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Training Verifiers to Solve Math Word Problems
Reference 111
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T05:36:26.986981Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c009aa65-c77a-48bb-963c-b7f2bdba031e · outbound
This paper cites an unresolved cited work.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Unresolved cited work
Reference 112
- Resolution
- unresolved
- raw_fallback, observed 2026-05-11T05:36:27.564098Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 82f29955-ba9e-46ba-a460-84dd8ebe4ddd · outbound
This paper cites AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models
Reference 113
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T10:03:59.570579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8c6e68b6-0da3-40fc-941c-a756565d1259 · outbound
This paper cites Evaluating Large Language Models Trained on Code , journal =.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Evaluating Large Language Models Trained on Code , journal =
Reference 114
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.570080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5cee350f-6357-46eb-a740-da3cc5f9225e · outbound
This paper cites 2024 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2024 , eprint=
Reference 115
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.574281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b9e18150-3dbc-467a-b6f7-b3f8566afedb · outbound
This paper cites 2022 , eprint=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model 2022 , eprint=
Reference 116
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.585467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2ee2c534-a257-4a97-a595-0a26587602f2 · outbound
This paper cites URL https:// doi.org/10.18653/v1/p19-1472.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model URL https:// doi.org/10.18653/v1/p19-1472
Reference 117
- Resolution
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- doi, observed 2026-05-11T05:36:26.514140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5ebd7204-1768-462b-9731-a755fba98c26 · outbound
This paper cites PIQA: Reasoning about physical commonsense in natural language.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model PIQA: Reasoning about physical commonsense in natural language
Reference 118
- Resolution
- verified exact
- doi, observed 2026-05-11T05:36:26.597352Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4540ca4b-9026-40f7-9589-4477fc2bde87 · outbound
This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Measuring Mathematical Problem Solving With the MATH Dataset
Reference 119
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T05:36:27.022721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9d1bf0d5-a516-43b2-8646-bdaa6c670afa · outbound
This paper cites SocialIQA: Commonsense Reasoning about Social Interactions.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model SocialIQA: Commonsense Reasoning about Social Interactions
Reference 120
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T12:22:26.192007Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0ec704b1-b80c-474d-926c-be559c777325 · outbound
This paper cites Evaluating the Performance of Large Language Models on GAOKAO Benchmark.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Evaluating the Performance of Large Language Models on GAOKAO Benchmark
Reference 121
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T12:28:32.509177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 57181a17-8dd6-48ba-9a94-0796bc8b29b7 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 123
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T05:36:27.038705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3e712cad-c768-4d53-b35f-b976c2983262 · outbound
This paper cites MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies
Reference 124
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-13T18:00:53.610624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f79f2252-dc25-436a-a8b5-d51dd22c6cd7 · outbound
This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 125
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T05:36:27.063417Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a5fac8ce-eebf-46ca-abde-509c7ab266a4 · outbound
This paper cites Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators
Reference 126
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T11:13:05.519270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 580745d5-4f8f-4a21-96e6-2086f9addc52 · outbound
This paper cites Emergent Abilities of Large Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Emergent Abilities of Large Language Models
Reference 127
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- arxiv_id, observed 2026-05-11T07:38:38.557341Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 55e99925-3917-4306-b191-06afaafa6fc8 · outbound
This paper cites B ool Q : Exploring the Surprising Difficulty of Natural Yes/No Questions.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model B ool Q : Exploring the Surprising Difficulty of Natural Yes/No Questions
Reference 128
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 51399515-0086-42fc-9421-8fb0809ba3f8 · outbound
This paper cites Instruction-Following Evaluation for Large Language Models.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Instruction-Following Evaluation for Large Language Models
Reference 129
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T05:36:27.106762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ccdd5d03-3ad5-4a11-a816-c58e3d0188b8 · outbound
This paper cites Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=
Reference 130
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-11T05:36:27.590264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Pith citing papers
Observation 69f45e0c-e93f-4ca0-aed9-cb4c9eee727c · inbound
A Comprehensive Overview of Large Language Models cites this paper.
A Comprehensive Overview of Large Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 139
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T20:28:39.459444Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 30c646c2-6f98-4096-9bad-108a9a0e0ec9 · inbound
A Survey on Large Language Models for Code Generation cites this paper.
A Survey on Large Language Models for Code Generation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 162
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T20:18:06.399220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7f6a0545-5e4a-4332-8917-2727ccc89313 · inbound
LiveBench: A Challenging, Contamination-Limited LLM Benchmark cites this paper.
LiveBench: A Challenging, Contamination-Limited LLM Benchmark DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 26
- Resolution
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- local_arxiv, observed 2026-05-15T04:48:26.465022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f4246301-8160-4800-bc2b-65b7431f475e · inbound
FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision cites this paper.
FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 19
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T19:45:36.386458Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 005f53ae-eaf7-4265-a08f-0735f7ea5834 · inbound
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling cites this paper.
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T04:42:23.429350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 819a5a45-b23b-49e7-bcb3-582b54e075c8 · inbound
Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts cites this paper.
Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T12:55:26.068326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 29fc9b2b-188c-4ba0-b630-2c8f205a7ad6 · inbound
Optimization Hyper-parameter Laws for Large Language Models cites this paper.
Optimization Hyper-parameter Laws for Large Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T20:45:48.854973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7f798d6e-bf4f-47ca-b80d-96dc7b51556f · inbound
Pro-Prophet: A Systematic Load Balancing Method for Efficient Parallel Training of Large-scale MoE Models cites this paper.
Pro-Prophet: A Systematic Load Balancing Method for Efficient Parallel Training of Large-scale MoE Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 3
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 476a60c7-8422-4d96-af61-7dabfc07b7ce · inbound
MARS: Unleashing the Power of Variance Reduction for Training Large Models cites this paper.
MARS: Unleashing the Power of Variance Reduction for Training Large Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T19:43:01.833269Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64169dcd-7543-40cd-b53a-7a7859339e53 · inbound
Efficient Transfer Learning for Video-language Foundation Models cites this paper.
Efficient Transfer Learning for Video-language Foundation Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T18:51:32.185399Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d66f7588-e108-4fb3-babe-5fc137180918 · inbound
CKGFuzzer: LLM-Based Fuzz Driver Generation Enhanced By Code Knowledge Graph cites this paper.
CKGFuzzer: LLM-Based Fuzz Driver Generation Enhanced By Code Knowledge Graph DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T18:29:12.676620Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83969801-c87c-4964-b61e-f202f0979f00 · inbound
From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing cites this paper.
From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T18:48:16.372571Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b815b85-e9ab-4701-9624-96aa1d4dbaf3 · inbound
Ultra-Sparse Memory Network cites this paper.
Ultra-Sparse Memory Network DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T17:40:11.807604Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1e4f6b5-10d6-4f12-8071-c0bb3b1d3877 · inbound
InstCache: A Predictive Cache for LLM Serving cites this paper.
InstCache: A Predictive Cache for LLM Serving DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:58:48.071378Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e2aa33b-0680-4a83-b178-c13104739de5 · inbound
Masala-CHAI: A Large-Scale SPICE Netlist Dataset for Analog Circuits by Harnessing AI cites this paper.
Masala-CHAI: A Large-Scale SPICE Netlist Dataset for Analog Circuits by Harnessing AI DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:23:21.613312Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1830ac7e-5fec-42f3-aa80-44318e9a7f4e · inbound
Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning cites this paper.
Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:24:14.314647Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc9b9737-2fcb-4270-85f3-f079faa7112e · inbound
Traditional Chinese Medicine Case Analysis System for High-Level Semantic Abstraction: Optimized with Prompt and RAG cites this paper.
Traditional Chinese Medicine Case Analysis System for High-Level Semantic Abstraction: Optimized with Prompt and RAG DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T14:16:47.407167Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcda7819-e101-42bc-a016-a0a466e36dce · inbound
LLaMA-MoE v2: Exploring Sparsity of LLaMA from Perspective of Mixture-of-Experts with Post-Training cites this paper.
LLaMA-MoE v2: Exploring Sparsity of LLaMA from Perspective of Mixture-of-Experts with Post-Training DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T14:02:38.854212Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be961e9a-07a7-40ec-8c96-0e20a6df2852 · inbound
Hiding Communication Cost in Distributed LLM Training via Micro-batch Co-execution cites this paper.
Hiding Communication Cost in Distributed LLM Training via Micro-batch Co-execution DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T13:53:07.360731Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 936a3f44-63da-45ab-8f05-074f56abeed3 · inbound
From Laws to Motivation: Guiding Exploration through Law-Based Reasoning and Rewards cites this paper.
From Laws to Motivation: Guiding Exploration through Law-Based Reasoning and Rewards DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T13:49:22.443566Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eb31719-7604-4112-aecb-66e81e67e924 · inbound
BlendServe: Optimizing Offline Inference for Auto-regressive Large Models with Resource-aware Batching cites this paper.
BlendServe: Optimizing Offline Inference for Auto-regressive Large Models with Resource-aware Batching DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T13:36:43.906039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fe4c1fb-76cf-435f-b423-bab0dc224dc5 · inbound
From CISC to RISC: language-model guided assembly transpilation cites this paper.
From CISC to RISC: language-model guided assembly transpilation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T13:19:49.548111Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5de252b6-756c-4638-89d1-0ed458182e27 · inbound
Multi-modal Retrieval Augmented Multi-modal Generation: Datasets, Evaluation Metrics and Strong Baselines cites this paper.
Multi-modal Retrieval Augmented Multi-modal Generation: Datasets, Evaluation Metrics and Strong Baselines DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T13:16:38.284845Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ced3d7ac-354d-4ae5-8102-0cd4742e08dd · inbound
CLOVER: Cross-Layer Orthogonal Vectors Pruning and Fine-Tuning cites this paper.
CLOVER: Cross-Layer Orthogonal Vectors Pruning and Fine-Tuning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T12:13:55.179499Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed97d7b7-c440-456b-8930-945c2dd856c0 · inbound
CLOVER: Cross-Layer Orthogonal Vectors Pruning and Fine-Tuning cites this paper.
CLOVER: Cross-Layer Orthogonal Vectors Pruning and Fine-Tuning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T12:13:55.243241Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4e34c8c-0d60-4e6d-be5b-a520734ca693 · inbound
CheckMate: LLM-Powered Approximate Intermittent Computing cites this paper.
CheckMate: LLM-Powered Approximate Intermittent Computing DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T14:53:26.080230Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 593b19d8-e4eb-4572-9463-5f4c6b4afb31 · inbound
SEUF: Is Unlearning One Expert Enough for Mixture-of-Experts LLMs? cites this paper.
SEUF: Is Unlearning One Expert Enough for Mixture-of-Experts LLMs? DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T10:57:22.845501Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f38e194c-d62f-41c8-a5a4-215fa8e5eac0 · inbound
Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference cites this paper.
Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:05:46.868872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae8baa3f-74bd-410d-84d2-f59578610929 · inbound
Towards Adaptive Mechanism Activation in Language Agent cites this paper.
Towards Adaptive Mechanism Activation in Language Agent DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T05:09:47.733693Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 836485a9-f86c-4bb0-894b-ede0812430d5 · inbound
Yi-Lightning Technical Report cites this paper.
Yi-Lightning Technical Report DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T04:34:12.075538Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97adbfeb-aef9-4d28-973e-33d255b53012 · inbound
FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism cites this paper.
FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T04:24:48.807586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f33968a4-7f52-4a65-8c53-7783935bb369 · inbound
Compressing KV Cache for Long-Context LLM Inference with Inter-Layer Attention Similarity cites this paper.
Compressing KV Cache for Long-Context LLM Inference with Inter-Layer Attention Similarity DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T23:46:02.050262Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 839629ed-f3af-48db-93f0-345442fd0851 · inbound
DiffKV: Differentiated Memory Management for Large Language Models with Parallel KV Compaction cites this paper.
DiffKV: Differentiated Memory Management for Large Language Models with Parallel KV Compaction DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T22:51:12.138949Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e92aa4d9-474d-4f0c-9bc9-6f4ec3430183 · inbound
Weighted-Reward Preference Optimization for Implicit Model Fusion cites this paper.
Weighted-Reward Preference Optimization for Implicit Model Fusion DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T22:48:22.404833Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 116d738e-abe0-4088-a56b-ba41f9d8362d · inbound
Marco-LLM: Bridging Languages via Massive Multilingual Training for Cross-Lingual Enhancement cites this paper.
Marco-LLM: Bridging Languages via Massive Multilingual Training for Cross-Lingual Enhancement DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T21:56:12.064452Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e65f076-5237-4001-b76d-4f6aa739ba71 · inbound
Can Large Language Models Effectively Process and Execute Financial Trading Instructions? cites this paper.
Can Large Language Models Effectively Process and Execute Financial Trading Instructions? DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T21:16:05.172128Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5d7a32c-1d43-4e5a-bc5c-31496e5db9f8 · inbound
Flash Communication: Reducing Tensor Parallelization Bottleneck for Fast Large Language Model Inference cites this paper.
Flash Communication: Reducing Tensor Parallelization Bottleneck for Fast Large Language Model Inference DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T21:11:39.158881Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfd63bb6-096a-47a6-903f-f137a0032516 · inbound
RSUniVLM: A Unified Vision Language Model for Remote Sensing via Granularity-oriented Mixture of Experts cites this paper.
RSUniVLM: A Unified Vision Language Model for Remote Sensing via Granularity-oriented Mixture of Experts DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T20:32:31.609654Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0df3854e-ffd8-4a08-8f13-9f1bd4153b3c · inbound
Breaking the Stage Barrier: A Novel Single-Stage Approach to Long Context Extension for Large Language Models cites this paper.
Breaking the Stage Barrier: A Novel Single-Stage Approach to Long Context Extension for Large Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T19:11:06.149976Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aecb592-5ef2-4213-ad46-45b5c9a348e5 · inbound
Federated In-Context LLM Agent Learning cites this paper.
Federated In-Context LLM Agent Learning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T18:20:55.793098Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 238a6e9d-fc4a-49c8-a83d-c40f645908ab · inbound
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production cites this paper.
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T18:19:43.718312Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a72d15b6-fd72-471e-a51d-cf82ec857e32 · inbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model cites this paper.
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:25:31.416649Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e555fa4-3e94-4e0a-aedf-7c0794b6d997 · inbound
DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding cites this paper.
DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 54
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T10:09:24.100402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c225df22-e0e7-48de-b586-3e2de20edeba · inbound
SCBench: A KV Cache-Centric Analysis of Long-Context Methods cites this paper.
SCBench: A KV Cache-Centric Analysis of Long-Context Methods DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:14:05.889712Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4ea3613-51e5-455d-a2ae-f5df95c7c7f1 · inbound
Chasing Progress, Not Perfection: Revisiting Strategies for End-to-End LLM Plan Generation cites this paper.
Chasing Progress, Not Perfection: Revisiting Strategies for End-to-End LLM Plan Generation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:47:21.261517Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a1cdf2d-9a12-4467-a7eb-c2723f1a61f5 · inbound
RecSys Arena: Pair-wise Recommender System Evaluation with Large Language Models cites this paper.
RecSys Arena: Pair-wise Recommender System Evaluation with Large Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:22:54.486451Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13349e22-1b1b-41c2-bf16-26644b466d81 · inbound
NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? cites this paper.
NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T00:03:53.674982Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47f656c3-4bbf-4ead-b092-3adb7a000df4 · inbound
More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression cites this paper.
More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:52:48.727805Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3b4ac8c-239c-47d9-9d40-2a17a8fa8cc8 · inbound
UITrans: Seamless UI Translation from Android to HarmonyOS cites this paper.
UITrans: Seamless UI Translation from Android to HarmonyOS DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:56:04.296341Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 136fcb09-72cc-46bb-addc-de82990e8d10 · inbound
BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement cites this paper.
BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-11T14:36:49.580244Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4a18125-189f-4c47-ae75-7b88649711c7 · inbound
Language Models as Continuous Self-Evolving Data Engineers cites this paper.
Language Models as Continuous Self-Evolving Data Engineers DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T11:40:52.519401Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 172557b3-2085-4393-afdb-a81242135a36 · inbound
CodeV: Issue Resolving with Visual Data cites this paper.
CodeV: Issue Resolving with Visual Data DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:39:29.897006Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b76e7ab-593f-46ea-a41d-0730763377ac · inbound
A Silver Bullet or a Compromise for Full Attention? A Comprehensive Study of Gist Token-based Context Compression cites this paper.
A Silver Bullet or a Compromise for Full Attention? A Comprehensive Study of Gist Token-based Context Compression DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:32:29.407130Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc5c1223-b083-41f4-94d7-3c48f1089703 · inbound
YuLan-Mini: An Open Data-efficient Language Model cites this paper.
YuLan-Mini: An Open Data-efficient Language Model DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:17:55.563036Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c3a3da0-9b7e-444b-9ea7-9e5134f53ad8 · inbound
In Case You Missed It: ARC 'Challenge' Is Not That Challenging cites this paper.
In Case You Missed It: ARC 'Challenge' Is Not That Challenging DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:13:07.193694Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db60e678-aaca-40c2-8c99-d91446af1d55 · inbound
Multi-matrix Factorization Attention cites this paper.
Multi-matrix Factorization Attention DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T00:55:03.802359Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73a20849-83dc-4539-b7f4-56290923b57d · inbound
A Survey on Large Language Model Acceleration based on KV Cache Management cites this paper.
A Survey on Large Language Model Acceleration based on KV Cache Management DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T00:38:46.341796Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8202b31-bbbc-4914-9ae9-4795852d7478 · inbound
BaiJia: A Large-Scale Role-Playing Agent Corpus of Chinese Historical Characters cites this paper.
BaiJia: A Large-Scale Role-Playing Agent Corpus of Chinese Historical Characters DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:42:30.572122Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a489ebb9-8328-4c56-8ea7-5a33c9091de7 · inbound
Align Attention Heads Before Merging Them: An Effective Way for Converting MHA to GQA cites this paper.
Align Attention Heads Before Merging Them: An Effective Way for Converting MHA to GQA DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:19:23.028493Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86ee5653-5959-45a3-898e-d4776ea430f0 · inbound
SecBench: A Comprehensive Multi-Dimensional Benchmarking Dataset for LLMs in Cybersecurity cites this paper.
SecBench: A Comprehensive Multi-Dimensional Benchmarking Dataset for LLMs in Cybersecurity DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:13:15.096585Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b30ab26-4207-4482-920c-93f59be5f71e · inbound
Adaptive Batch Size Schedules for Distributed Training of Language Models with Data and Model Parallelism cites this paper.
Adaptive Batch Size Schedules for Distributed Training of Language Models with Data and Model Parallelism DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:08:26.514375Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c5be030-5340-4c47-aee8-273f73006960 · inbound
HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation cites this paper.
HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:21:37.704255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99ab6639-1f2e-4950-8bb6-cc8afdd71ba8 · inbound
GroverGPT: A Large Language Model with 8 Billion Parameters for Quantum Searching cites this paper.
GroverGPT: A Large Language Model with 8 Billion Parameters for Quantum Searching DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:04:43.035562Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bcd55fe-8caf-4238-a58d-eb4da5729f18 · inbound
SPDZCoder: Combining Expert Knowledge with LLMs for Generating Privacy-Computing Code cites this paper.
SPDZCoder: Combining Expert Knowledge with LLMs for Generating Privacy-Computing Code DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:57:16.886242Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c23b738d-afc2-495b-97df-a64d1b3f2a41 · inbound
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings cites this paper.
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:37:58.458249Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac5e5624-377a-4491-b372-b1577c3b36bb · inbound
AgentRefine: Enhancing Agent Generalization through Refinement Tuning cites this paper.
AgentRefine: Enhancing Agent Generalization through Refinement Tuning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:24:43.084676Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82e05187-17ee-4e58-b815-c572ab96726e · inbound
MoColl: Agent-Based Specific and General Model Collaboration for Image Captioning cites this paper.
MoColl: Agent-Based Specific and General Model Collaboration for Image Captioning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2004
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:23:27.589782Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df2668ec-012f-4a7c-a354-8112ef86a33f · inbound
Long Context vs. RAG for LLMs: An Evaluation and Revisits cites this paper.
Long Context vs. RAG for LLMs: An Evaluation and Revisits DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T00:08:55.809067Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c109257c-7a89-4c89-a680-499c5e8e0782 · inbound
Instruction-Following Pruning for Large Language Models cites this paper.
Instruction-Following Pruning for Large Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:19:29.141016Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af31485e-0ef6-4a8c-a61f-2093a3400e0c · inbound
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference cites this paper.
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:18:51.167526Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37b81e57-e86d-4adc-b0ed-fe200c8079b9 · inbound
Ultrasound-QBench: Can LLMs Aid in Quality Assessment of Ultrasound Imaging? cites this paper.
Ultrasound-QBench: Can LLMs Aid in Quality Assessment of Ultrasound Imaging? DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:10:38.414598Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb8a9ca5-6116-48e3-a3c7-ce21d45a457a · inbound
Beyond Pass or Fail: Multi-Dimensional Benchmarking of Foundation Models for Goal-based Mobile UI Navigation cites this paper.
Beyond Pass or Fail: Multi-Dimensional Benchmarking of Foundation Models for Goal-based Mobile UI Navigation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:05:23.849608Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cfe15f4-f9c0-470e-b5f0-f969146b7861 · inbound
MixNet: A Runtime Reconfigurable Optical-Electrical Fabric for Distributed Mixture-of-Experts Training cites this paper.
MixNet: A Runtime Reconfigurable Optical-Electrical Fabric for Distributed Mixture-of-Experts Training DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T21:49:18.983386Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbc66737-a108-421f-a3be-43bd22820999 · inbound
Powerful Design of Small Vision Transformer on CIFAR10 cites this paper.
Powerful Design of Small Vision Transformer on CIFAR10 DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T21:58:02.272146Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6119b63-645e-4fc5-aba1-bc75ed39954d · inbound
LLM360 K2: Building a 65B 360-Open-Source Large Language Model from Scratch cites this paper.
LLM360 K2: Building a 65B 360-Open-Source Large Language Model from Scratch DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:54:02.240581Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d8f7dc2-706e-425d-b3af-3c2f4f3db144 · inbound
OpenCSG Chinese Corpus: A Series of High-quality Chinese Datasets for LLM Training cites this paper.
OpenCSG Chinese Corpus: A Series of High-quality Chinese Datasets for LLM Training DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:33:20.559243Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74bc134c-f68a-4b82-82ee-60932b2f7f89 · inbound
Sympathy over Polarization: A Computational Discourse Analysis of Social Media Posts about the July 2024 Trump Assassination Attempt cites this paper.
Sympathy over Polarization: A Computational Discourse Analysis of Social Media Posts about the July 2024 Trump Assassination Attempt DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:35:21.002504Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3775be2-59b5-40c0-89c5-ac32b53d0c83 · inbound
Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training cites this paper.
Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T18:22:02.539124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6a6b5af-4d9b-4ec7-8c9c-90751895dddf · inbound
SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks cites this paper.
SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T18:06:04.373098Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc3be2fc-d092-457e-a576-76e2976d1c2c · inbound
Panoramic Interests: Stylistic-Content Aware Personalized Headline Generation cites this paper.
Panoramic Interests: Stylistic-Content Aware Personalized Headline Generation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T17:48:42.555717Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 950a6b8e-890d-4465-a941-3e9a104100a9 · inbound
Pseudocode-Injection Magic: Enabling LLMs to Tackle Graph Computational Tasks cites this paper.
Pseudocode-Injection Magic: Enabling LLMs to Tackle Graph Computational Tasks DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T15:42:43.981050Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a76af209-837b-4033-9eb1-9254dcff67e5 · inbound
Mixture of Experts (MoE): A Big Data Perspective cites this paper.
Mixture of Experts (MoE): A Big Data Perspective DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 110
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T18:56:37.575262Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dffec26-ad04-42ff-8152-7cac27223013 · inbound
Scaling Inference-Efficient Language Models cites this paper.
Scaling Inference-Efficient Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T00:43:28.964120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2f18128-890d-4c80-8908-13c4a6f87e8f · inbound
PolarQuant: Leveraging Polar Transformation for Efficient Key Cache Quantization and Decoding Acceleration cites this paper.
PolarQuant: Leveraging Polar Transformation for Efficient Key Cache Quantization and Decoding Acceleration DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T18:46:51.047168Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7071e68a-a6a1-400c-b327-0df162bf3b31 · inbound
OphthBench: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Ophthalmology cites this paper.
OphthBench: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Ophthalmology DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T16:10:24.931071Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 377ae90a-b793-43db-9794-e3700844ad21 · inbound
Position: AI Scaling: From Up to Down and Out cites this paper.
Position: AI Scaling: From Up to Down and Out DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T18:19:21.016100Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2558f0b6-7fca-402f-a2b0-af24642dc7cf · inbound
COFFE: A Code Efficiency Benchmark for Code Generation cites this paper.
COFFE: A Code Efficiency Benchmark for Code Generation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T11:01:27.638350Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d1ce5d2-9612-4ef2-98cb-35b4a89334a5 · inbound
GistVis: Automatic Generation of Word-scale Visualizations from Data-rich Documents cites this paper.
GistVis: Automatic Generation of Word-scale Visualizations from Data-rich Documents DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T00:48:08.500927Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e836b4a3-3e60-4d92-ba62-c69efb74df8a · inbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM cites this paper.
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:50:58.756577Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f1b0cd1-8d68-490a-884a-4d81a6bd0aa5 · inbound
Klotski: Efficient Mixture-of-Expert Inference via Expert-Aware Multi-Batch Pipeline cites this paper.
Klotski: Efficient Mixture-of-Expert Inference via Expert-Aware Multi-Batch Pipeline DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T17:55:53.994050Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae3c64e5-41b6-4ea1-b54c-9c533c2c8c2c · inbound
CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction cites this paper.
CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T13:11:51.555174Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c0eb8d3-4657-462d-9d52-f98af83a59b4 · inbound
Memory Analysis on the Training Course of DeepSeek Models cites this paper.
Memory Analysis on the Training Course of DeepSeek Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T12:59:38.687594Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8363b8c-7845-4cd3-a8ea-02c502c0c98e · inbound
TransMLA: Multi-Head Latent Attention Is All You Need cites this paper.
TransMLA: Multi-Head Latent Attention Is All You Need DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T11:48:01.162895Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80d2a90f-0307-4119-bded-4c4af08d5431 · inbound
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction cites this paper.
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:54:01.830167Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f315a9ca-f5f2-485d-a0d1-0ab920c721ea · inbound
Universal Model Routing for Efficient LLM Inference cites this paper.
Universal Model Routing for Efficient LLM Inference DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T23:48:00.855639Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3545b50a-5b7b-4782-8228-be7689c494c1 · inbound
InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU cites this paper.
InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T23:19:37.811005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00e310b6-3e27-4074-b52c-906ae8674f8a · inbound
You Do Not Fully Utilize Transformer's Representation Capacity cites this paper.
You Do Not Fully Utilize Transformer's Representation Capacity DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T22:19:19.351787Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fea2f38a-a783-4d78-96f7-373c093114c6 · inbound
Climber: Toward Efficient Scaling Laws for Large Recommendation Models cites this paper.
Climber: Toward Efficient Scaling Laws for Large Recommendation Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:15:14.070781Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8f2a7ec-b82b-440f-8e1d-3fed18c87108 · inbound
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention cites this paper.
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T23:46:30.032182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 85c2f796-d36f-44bb-8a1a-21c61db8f5e2 · inbound
MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections cites this paper.
MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T22:34:08.058138Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.