Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:50:13.860383Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2507.21447.
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 2026-08-06T12:50:13.860383Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
41 of 41 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b1c3b57b-7765-4df4-a309-4fbd50fbeb16 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Using a larg e language model as a building block to generate usablevalidation and v erification suite for openmp,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 16b7f98c-f4af-4b49-b55c-3123ca5bae56 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Llm & hpc: Be nchmarking deepseek’s performance in high-performance computing tas ks,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eecdecaa-c935-4150-8c8b-75d755b83f13 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Can large language models write parallel code?
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3a70a8f6-8e42-4afa-94eb-93c4333d2207 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests The Landscape and Challenges of HPC Research and LLMs
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57a23e6c-d396-4fd9-a247-0b06549d7982 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests An assessment of large langu age models for openmp-based code parallelization: a user perspective ,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 90a1c24f-3c9a-4709-a763-cf28f6d2737b · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Comparing Llama-2 and GPT-3 LLMs for HPC kernels generation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2f7b1c5-ebbc-4f7e-b0e6-27b700ea5b5a · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Large language model evaluation for high-perform ance com- puting software development,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8f341a23-e9b4-4d67-b0d7-61c7ef2d9a1c · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Boosting llm-based software generation by aligning code with requirements,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 718df2fd-d63b-41f8-a7c0-5c9be367efcf · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Generative Software Engineering
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46360c0a-4081-45d0-a45e-f14d4d665100 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests V altest: Automated vali dation of language model generated test cases,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb888320-a2f7-4fb3-a07f-3c4ef51ba2db · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Llm4vv : Developing llm-driven testsuite for compiler validation,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c8605b88-4897-460f-828c-2d2e1e936568 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Llm4vv: Exploring llm-as-a-judge for valida tion and verifi- cation testsuites,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b61d5648-e940-480a-a810-c04f0890835c · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Hugging Face – The AI community building the future. — h ugging- face.co,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e1586907-3fee-4a25-9ac3-ee9629594389 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests library — ollama.com,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e677da6d-9c32-4cf3-94eb-98b5619c2300 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests LLM Leaderboard - Compare GPT-4o, Llama 3, Mistral, Ge mini & other models — Artificial Analysis — artificialanalysis.ai ,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 68290ad6-fb57-428c-acc6-64253a76c5ef · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests EvalPlus Leaderboard — evalplus.github.io,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 66082028-2d1a-41c2-a361-fadc7180d14f · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests The Evolving Landscape of LLM Training Data — alibabacloud.com,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1e0c74e8-ce84-45d0-9edf-5a07670ef1ab · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests EleutherAI/gpt-neo-2.7B · Hugging Face — huggingfac e.co,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c1ff9d4c-fba2-48c2-83e9-0fbd95befe41 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Mistral 7B — Mistral AI — mistral.ai,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6decf3c5-3655-4524-8941-757fdf6f4483 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests nvidia/NVLM-D-72B · Hugging Face — huggingface.co,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 91b85f4b-51eb-4794-a13b-38138cba9025 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests meta-llama/Llama-4-Maverick-17B-128E-Instruct · Hugging Face — huggingface.co,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 687ec6db-1c66-4d68-9c1f-1375f57aa818 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests mistralai/Mistral-7B-Instruct-v0.3 · Hugging Face — huggingface.co,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7495472a-451e-488e-a857-7a3f3732330f · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests The best small LLM-instruct models - a ehristoforu Col lec- tion — huggingface.co,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2330b7a8-db15-4d28-81f2-74091a6dcd71 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests EvalPerf: Evaluating Language Models for Efficient Co de Generation — evalplus.github.io,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3d60d9cb-d8ef-4d3a-ad78-4daa14dddb73 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Qwen/Qwen2.5-7B-Instruct · Hugging Face — huggingfa ce.co,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 744604f0-f53b-419e-9e85-7c1fb7ba7ec8 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Qwen/Qwen2.5-Coder-32B-Instruct · Hugging Face — hu gging- face.co,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f9190357-cef7-43f8-ab3a-f8726caacaeb · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests deepseek-ai/deepseek-coder-33b-instruct · Huggin g Face — huggingface.co,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 70b55802-5421-4d2f-9456-82be4e8e8665 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Phind/Phind-CodeLlama-34B-v2 · Hugging Face — huggi ngface.co,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 91bbf7d9-0e02-45df-bf56-0a52ade23415 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests OpenAI Platform — platform.openai.com,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 27d6fbd8-db8d-4c5c-8be9-a32d55743fe2 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests meta-llama/Llama-3.3-70B-Instruct · Hugging Face — hugging- face.co,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3a3f97ce-6060-4d91-9ba5-346290e41778 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests nvidia/Llama-3.1-Nemotron-70B-Instruct-HF · Hugg ing Face — huggingface.co,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0ae0fe1c-e412-46c0-9edd-712890205f04 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests meta-llama/Llama-3.1-405B-Instruct · Hugging Face — hugging- face.co,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4a5942b4-8870-4441-87f7-72a1c655aad7 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Introducing Claude 3.5 Sonnet — anthropic.com,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 12e9537c-d416-4c0c-93d4-c62a7a88a7cd · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests GitHub - lmarena/arena-hard-auto: Arena-Hard-Auto : An auto- matic LLM benchmark. — github.com,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 88fef424-19ec-4f88-b427-a99c79f165ce · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests AlpacaEval Leaderboard — tatsu-lab.github.io,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ca814d7c-8562-417c-a3f3-9dd13defb8eb · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests MT Bench - a Hugging Face Space by lmsys — huggingface.c o,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 60bfe24d-843a-4810-ad62-10a80d216f2f · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4b99a597-de35-4ef9-8556-60055d68f0d5 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests GitHub - OpenACCUserGroup/OpenACCV-V: OpenACC Vali dation and Verification Testsuite repository — github.com,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 769588b4-a41d-471e-9f19-5689c0b4e4a4 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests C-pack: P ackaged resources to advance general chinese embedding,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9d27ba48-7282-469f-a545-9c5fdbaf92c2 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 244755d9-17a2-4c5d-ba5d-17c2087382f2 · outbound
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests Architecture - NERSC Documentation — docs.ner sc.gov,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.