Top-k of Simgraph model

In this model, we take each sentence as a node and build a complete graph using their similarity metric and then apply a PageRank model to rank sentences.

Result of Top-k sentences

In the Figure, Simk means that we choose top-k sentences as the final outputs of summarization.

Top-k of Simgraph

On testdimension_3.txt Sentences Text

Belows are list of model results on text without abstraction conclusion text

Top-1: Simgraph Model (no_abs version)

Top-3: Simgraph Model (no_abs version)

Top-5: Simgraph Model (no_abs version)

Top-7: Simgraph Model (no_abs version)

Top-9: Simgraph Model (no_abs version)

Top-11: Simgraph Model (no_abs version)

Top-13: Simgraph Model (no_abs version)

One testdimension_4.txt Sentences Text

Belows are list of model results on text having abstraction conclusion text kept

Top-1: Simgraph Model (yes_abs version)

Top-3: Simgraph Model (yes_abs version)

Top-5: Simgraph Model (yes_abs version)

Top-7: Simgraph Model (yes_abs version)

Top-9: Simgraph Model (yes_abs version)

Top-11: Simgraph Model (yes_abs version)

Top-13: Simgraph Model (yes_abs version)

Top-k of Subparasec model

In this model, we use sentence,sub-paragraph,paragraph as nodes and build a a structural network and apply a PageRank-like model to rank sentences.

Result of Top-k sentences

In the Figure, Spk means that we choose top-k sentences as the final outputs of summarization.

Top-k of Simgraph

Sentences Text

Belows are list of model results

Top-1: Subparasec Model (no_abs version)

Top-3: Subparasec Model (no_abs version)

Top-5: Subparasec Model (no_abs version)

Top-7: Subparasec Model (no_abs version)

Top-9: subparasec Model (no_abs version)

Top-11: subparasec Model (no_abs version)

Top-13: subparasec Model (no_abs version)

One testdimension_4.txt Sentences Text

Belows are list of model results on text having abstraction conclusion text kept

Top-1: subparasec Model (yes_abs version)

Top-3: subparasec Model (yes_abs version)

Top-5: subparasec Model (yes_abs version)

Top-7: subparasec Model (yes_abs version)

Top-9: subparasec Model (yes_abs version)

Top-11: subparasec Model (yes_abs version)

Top-13: subparasec Model (yes_abs version)