ScaleLLM: A Technique for Scalable LLM-augmented Data Systems
Summary: ScaleLLM labels a small subset with a lightweight model for large-scale inference, cutting latency and cost. Achieves 37× speed with ~1% accuracy loss, enabling cost-accuracy trade-offs and reusable embedding views for LLM-augmented query optimization. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Ashwin Alaparthi
- 2. Paul Loh
- 3. Ryan Marcus
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 94 | CrowdDB: Answering Queries with Crowdsourcing | 2011 | SIGMOD | 0.00051273089 |
| 4,529 | Hybrid Querying Over Relational Databases and Large Language Models | 2025 | CIDR | 6.1057096e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,122 | TranSQL+: Serving Large Language Models with SQL on Low-Resource Hardware | 2026 | SIGMOD | 4.1905499e-05 |
| 7,335 | SpareLLM: Automatically Selecting Task-Specific Minimum-Cost Large Language Models under Equivalence Constraint | 2025 | SIGMOD | 4.7533835e-05 |
| 366 | Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation | 2024 | VLDB | 0.00025580097 |
| 5,429 | Logical and Physical Optimizations for SQL Query Execution over Large Language Models | 2025 | SIGMOD | 5.511638e-05 |
| 8,970 | DataLoom: Simplifying Data Loading with LLMs | 2024 | VLDB | 4.4154448e-05 |
| 8,732 | Unveiling Challenges for LLMs in Enterprise Data Engineering | 2026 | VLDB | 4.4520434e-05 |
| 10,064 | Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees | 2026 | SIGMOD | 4.1905499e-05 |
| 7,016 | LLM for Data Management | 2024 | VLDB | 4.8561622e-05 |
| 13,185 | Reimagining Deep Learning Systems Through the Lens of Data Systems | 2024 | VLDB | - |
| 13,152 | Database Perspective on LLM Inference Systems | 2025 | VLDB | - |