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Bisheng

by dataelement

System Card

Organizationdataelement
Released2023-08
Architectureagentic-workflow / Enterprise RAG/agent platform with HITL memory
DetailsEnterprise LLMOps platform blending workflows, RAG, multi-agent, and model management. Unique HITL workflow engine; five-year document-parsing training data; RBAC/SSO/LDAP.
Parameters—
Domainagent-memoryrag-retrieval
Open SourceYes
WebsiteVisit
CodeRepository
enterprisehitldoc-parsingrbac

Capability Profile

Benchmark Scores

6 of 14 benchmarks
Data Transparency:6 estimated
Long-Context Retrieval
1/5
RULER
no data
NIAH
no data
LooGLE
no data
LongBench
603pEstimated
∞Bench
no data
Multi-Turn Recall
1/2
LoCoMo
78.980pEstimated
MemoryBank
no data
Cross-Session Memory
1/1
LongMemEval
79.474pEstimated
Multi-Hop QA
2/3
BABILong
no data
MultiHop-RAG
72.454pEstimated
HotpotQA
74.969pEstimated
Agent Task Memory
1/1
AgentBench-Mem
7226pEstimated
Personalization
0/1
PerLTQA
no data
Factuality / Grounding
0/1
RAGAS
no data
Sources:Arena estimate — derived from capability profile, not independently verified