keepset

NELL-995

Heterogeneous knowledge graph from CMU's Never-Ending Language Learning system. Contains entities and relations automatically extracted from web text with 200 relation types. Used for knowledge graph completion, link prediction, and reasoning tasks. Challenging due to sparse triple coverage for many relations.

npx keepset fetch nell-995

Nodes
74,432
Edges
149,678
Size
540.3 KiB

Fetch and preview this dataset on this page, or download the result as JSON. The command line fetches it without a browser.

Overview

Idnell-995
Categorygraph/v1
Kindgraph
DomainGeneral knowledge graph
Tagsheterogeneous
Licencenot recorded by the source
Cataloguekeepset 1.33.0

Sources and provenance

#URLStatusRetrievedRead by recipePinned snapshotSHA-256
0https://raw.githubusercontent.com/thunlp/OpenKE/OpenKE-PyTorch/benchmarks/NELL-995/train2id.txtlive2026-03-03yes20261022040356raw2c9611b2f5bc

Citations

Recipe

Source#0
Archivenone
Parser format"kg-triples"
Parser encoding"utf-8"
Parser delimiter"space"
Parser order"head-tail-relation"
Parser header"count"
Parser quotedfalse

Crosswalk

keepset/relations to graph/v1, as a crossmap crosswalk.

RuleFromToDirection
movemetametaboth
movenodes[].idnodes[].idboth
moveedges[].sourceedges[].sourceboth
moveedges[].targetedges[].targetboth
moveedges[].typeedges[].typeboth

Expected counts

Edges149,678
Nodes74,432

Properties

Components8,595
Connectedno
Cyclicyes
Density0.00004652
Directedyes
Download bytes540.3 KiB
Edge types200
Heterogeneousyes
Multigraphyes
Node types1
Raw bytes0 B
Self loopsyes
Weightedno