Text-to-SQL 成为现实 早前NL2SQL 通常是基于传统 ML pattern matching 实现的,效果不及预期。随着 LLMs 的发展,业界逐渐发现 LLM-based in-context learning 能够更好的生成 SQL,Text-to-SQL 的效果越来越好,这也使 self-serving analytics 变得更可行。有两个偏学术的 benchmark 榜单供这些 Text-to-SQL sol...
StreamBench 评估智能体在持续改进环境中的适应性和自我优化能力,测试任务包括 Text-to-SQL 生成、Python 编程和医学诊断。 AgentBoard 提供一个多轮评估框架,专注于决策制定和长期任务执行。该框架涵盖九类任务,包括网页、工具使用、游戏和具身 AI,在 1,013 个示例环境中进行评测。 5.2 智能体调优数据集 微调数据...
For instance, if you’re interested in generating SQL queries from natural language inputs, refer to the text-to-sql notebook in examples/text_to_sql.ipynb which includes the Generative AI Toolkit Web UI:These examples serve as practical guides and starting points for integrating the toolkit ...
[169] employs a Text-to-SQL model based on LLMs, significantly enhancing query accuracy and database interactions. Another example, KnowledGPT [170], enables LLMs to access and retrieve knowledge from external knowledge bases through “Program of Thoughts” prompting, thereby enhancing their ...
You can connect to an existing MongoDB deployment by setting the connection string to the environment variable, COLLECTION_DB_URI. See the example script, Using Mongo Atlas, for detailed information on how to use Mongo Atlas as the NoSQL and/or Vector Database for llmware. Additional informati...
Building Wiki Text to Speech with LlamaIndex LlamaIndex Use Cases Conclusion LlamaIndex is a data framework for Large Language Models (LLMs) based applications. LLMs like GPT-4 come pre-trained on massive public datasets, allowing for incredible natural language processing capabilities out of the ...
['text']}\n") similarity_threshold = 0.78 max_matched_doc_counts = 8 # 通过pgvector过滤出相似度大于一定阈值的文档块 similarity_search_sql = f''' SELECT doc_chunk, token_size, 1 - (embedding <=> '{prompt_embedding}') AS similarity FROM polardb_pg_help_docs WHERE 1 -...
['text']}\n") similarity_threshold = 0.78 max_matched_doc_counts = 8 # 通过pgvector过滤出相似度大于一定阈值的文档块 similarity_search_sql = f''' SELECT doc_chunk, token_size, 1 - (embedding <=> '{prompt_embedding}') AS similarity FROM rds_pg_help_docs WHERE 1 - (embedding...
Submit your code now Tasks Edit Text-To-SQL Datasets Edit Add Datasets introduced or used in this paper Results from the Paper Edit Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to other papers. Methods Edit ...
yurujaja/pangaea-bench e1d12e Yes ZenGuard-AI/fast-llm-security-guardrails 6a867c Yes zeroasiccorp/logik ca4bb1 Yes zhuqinfeng1999/Samba 229687 No zipnn/zipnn 007319 Yes zou-group/textgrad b2dc68 YesResults in Papers With Code (↓ scroll down to see all results) Help...