Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:50:59.019906Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2502.06635.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:50:59.019906Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8ee0e18a-4fa7-4bae-837b-a948d118f38c · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM In OpenBMB Blog, 2024
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a22af6c3-6691-4f4c-a91b-63a46e80bd6c · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Phi-2: The surprising power of small language models
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a369b45b-8e49-46cf-b6f4-175ba496e2a4 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Yi: Open Foundation Models by 01.AI
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e681929-4679-4abf-ae68-e0a0413fa087 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Infinity instruct
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4dbcc8ab-a6fa-4dd8-b5ed-04222d69bedf · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Qwen Technical Report
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb11098b-02ce-4efc-909e-2f2b39141602 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Belle: Be everyone's large language model engine
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8f06b17-068f-4d55-8d68-15e13c601623 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Internlm2 technical report, 2024
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f8fe7b7-badb-44a2-bc88-11a0c5c1c670 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM PaLM: Scaling Language Modeling with Pathways
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c938e35-f4f0-42a4-aacc-549cf5d04d56 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67dd34bc-37dd-4fb9-8a0e-1a4222b74c41 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e65e3a0-cb96-4e48-9e54-11b461689c4e · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e836b4a3-3e60-4d92-ba62-c69efb74df8a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7923e5ec-d4d7-4a53-99e5-0e69aaacb894 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Chinese Tiny LLM: Pretraining a Chinese-Centric Large Language Model
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b14a4c63-97d1-4ce5-b018-32107fb5202d · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4663703e-a3f0-4d6e-8ce4-1432d1aa6d35 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2df03376-179a-48a6-a7f5-75b3f60f6035 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Chatglm: A family of large language models from glm-130b to glm-4 all tools, 2024
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cbf0de8-54c9-41a7-b39d-c4edb667f724 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1bae88b3-47f0-455d-a7d0-fe920d797c28 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a93238b-7c6b-499b-aaed-9dc428281424 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Wanjuan: A comprehensive multimodal dataset for advancing english and chinese large models, 2023
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5a3a335-9bf5-4438-8a58-0b5372eaf149 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Jacobs, Michael I
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f6ced39-35d7-43c2-8836-11d65658a33b · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Exploring the Impact of Instruction Data Scaling on Large Language Models: An Empirical Study on Real-World Use Cases
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1fdac91-3783-4d8d-84ec-11b6af00f7c5 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8887032-055a-401c-ba9e-58c389b7748d · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM A Study of BFLOAT16 for Deep Learning Training
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2400419-4cfc-4502-a9c3-c3b235de303c · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Adam: A Method for Stochastic Optimization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 283f1fb9-a67e-4290-b130-6d28b4375664 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM \ GS \ hard: Scaling giant models with conditional computation and automatic sharding
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 56efa3df-8996-431f-bc10-1960a26ce598 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Starcoder: may the source be with you! 2023
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13ca31ff-e482-47c3-8bfa-2d21153cb886 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM LLM360: Towards Fully Transparent Open-Source LLMs
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e170d95-d3ee-48c9-91f4-084357d87a44 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Modeling task relationships in multi-task learning with multi-gate mixture-of-experts
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8a385195-b609-4c44-a7c6-7b7edb49940d · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM OLMoE: Open Mixture-of-Experts Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c95999a9-6160-4527-919b-376fdcc893e0 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM 2 OLMo 2 Furious
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f65a9190-f25b-4d3a-9d2f-01f9e0ac3562 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM From Sparse to Soft Mixtures of Experts
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f6bcbe7-69a8-4437-a547-1006b4d96fdc · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Direct Preference Optimization: Your Language Model is Secretly a Reward Model
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ded0d18f-07c6-405b-a311-d408eda030f8 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b4c16616-463d-4a21-b7f1-e55a816cb847 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Better ruozhiba
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d01f08d9-0c09-4e5e-b473-f988c8e44fd1 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM GLU Variants Improve Transformer
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f5fbdec-5bbc-43bc-b19c-617a7e386748 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM RoFormer: Enhanced Transformer with Rotary Position Embedding
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b298a62e-4b40-485d-a809-e57f3597190d · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Moss: An open conversational large language model
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54b2ac6d-f8fa-4af5-a720-20f3a1651bfb · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Llm360 k2-65b: Scaling up fully transparent open-source llms
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 04dbd557-323d-4541-a668-b97a82e989e6 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Emollm: Reinventing mental health support with large language models
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 99efe1f0-e82f-4f2b-b088-4498ae53525b · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Gemma: Open Models Based on Gemini Research and Technology
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a10164ce-516e-4b1c-8e2f-2eff8c49ac52 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Introducing qwen1.5, February 2024 b
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d97cd0d7-03cd-44d1-bec1-9f3a4600c247 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Qwen1.5-moe: Matching 7b model performance with 1/3 activated parameters", February 2024 c
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 990ed4eb-5af1-4a16-8f0f-8739cc6a9707 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Openhermes 2.5: An open dataset of synthetic data for generalist llm assistants, 2023
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cca2647e-cad6-48b0-8038-3aa6d51b184b · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c9e1deb-13cd-4823-aa8c-483ff4b5fed3 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM LLaMA: Open and Efficient Foundation Language Models
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44f9494f-e464-4d7e-972a-9ca317b267b8 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 952760da-cfb5-4e46-967d-8edd1b81cfc6 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Skywork: A more open bilingual foundation model, 2023
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e44b882d-6782-4235-94e5-1645dfc281b5 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Transformers: State-of-the-art natural language processing
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 640a447c-0506-44bb-b755-aecd8cf6816a · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Qwen2.5 Technical Report
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1db7141e-8ef9-419c-afa7-bcb3765d2134 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Firefly (flowing fireflies): Chinese conversational large language model
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f23d20ab-4f7c-461e-98f0-5c05868d51fe · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Mammoth2: Scaling instructions from the web
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a478640b-9072-4db8-81e4-c70e1c7dc54d · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Root Mean Square Layer Normalization
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4956b6ce-8a50-41bd-914f-c1f1ba8a17a6 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM MAP-Neo: Highly Capable and Transparent Bilingual Large Language Model Series
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a0e3094-fd25-490c-9778-3adc092331ab · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM TinyLlama: An Open-Source Small Language Model
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afc1e85c-e3b7-454d-a9e5-ed011e8d30ce · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61aabd02-a9fe-4b4a-a86f-db58a1adf813 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7965574a-c307-49dd-8b79-48adb5f89e96 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM LIMA: Less Is More for Alignment
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a78c3424-40d7-477b-821b-c8dc5fc4e345 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Designing effective sparse expert models
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45b2cc57-34f7-44a0-b3fb-598a24f9340a · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM write newline
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5716997c-8434-4459-bb81-0ae98092ab2f · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM @esa (Ref
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2148a46e-5f69-4950-82a4-cd8c57b270a6 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b53b309-90b9-4e72-86ba-92777916f331 · outbound
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Unresolved cited work
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.