TY - GEN
T1 - Extractive financial narrative summarisation using SentenceBERT-based clustering
AU - Gokhan, Tuba
AU - Smith, Phillip
AU - Lee, Mark
PY - 2021/9/16
Y1 - 2021/9/16
N2 - We participate in the FNS-2021 Shared Task: “Financial Narrative Summarisation” organized by at 3rd Financial Narrative Processing Workshop (FNP-2021). We build an unsupervised extractive automatic financial summarisation system for the specific task. In our approach to the FNS-2021 shared task, the documents are first analyzed and an intermediate bespoke document set created containing the most salient sections of the reports. Next, vector representations are created for the intermediate document set based on SentenceBERT. Finally, the vectors are then clustered and sentences from each cluster are chosen for the final generated report summaries. The achieved results support the proposed method’s effectiveness.
AB - We participate in the FNS-2021 Shared Task: “Financial Narrative Summarisation” organized by at 3rd Financial Narrative Processing Workshop (FNP-2021). We build an unsupervised extractive automatic financial summarisation system for the specific task. In our approach to the FNS-2021 shared task, the documents are first analyzed and an intermediate bespoke document set created containing the most salient sections of the reports. Next, vector representations are created for the intermediate document set based on SentenceBERT. Finally, the vectors are then clustered and sentences from each cluster are chosen for the final generated report summaries. The achieved results support the proposed method’s effectiveness.
UR - http://www.scopus.com/inward/record.url?scp=85123298128&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85123298128
T3 - Workshop on Financial Narrative Processing (FNP)
SP - 94
EP - 98
BT - Proceedings of the 3rd Financial Narrative Processing Workshop FNP 2021
PB - Association for Computational Linguistics, ACL
T2 - 3rd Financial Narrative Processing Workshop, FNP 2021
Y2 - 15 September 2021 through 16 September 2021
ER -