| Vol-2414 urn:nbn:de:0074-2414-3 Copyright © 2019 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# BIRNDL 2019
Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries

### Proceedings of the 4th Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019)
co-located with the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019)

### Paris, France, July 25, 2019.

Edited by

### Muthu Kumar Chandrasekaran *
Philipp Mayr **

* SRI International, USA
** GESIS - Leibniz Institute for the Social Sciences, Cologne, Germany

## Table of Contents

- Preface: 4th Joint Workshop on BIRNDL at SIGIR 2019 1-5
  Muthu Kumar Chandrasekaran, Philipp Mayr

### Keynotes

- Personalized Feed/Query-formulation, Predictive Impact, and Ranking 6-7
  Alex D. Wade, Ivana Williams
- Discourse Processing for Text Analysis: Recent Successes, Current Challenges 8-14
  Bonnie Webber

### Full papers

- Distant Supervision for Silver Label Generation of Software Mentions in Social Scientific Publications 15-27
  Katarina Boland, Frank Krüger
- Transfer Learning for Scientific Data Chain Extraction in Small Chemical Corpus with joint BERT-CRF Model 28-41
  Na Pang, Li Qian, Weimin Lyu, Jin-Dong Yang
- Revaluating Semantometrics from Computer Science Publications 42-55
  Christin Katharina Kreutz, Premtim Sahitaj, Ralf Schenkel
- Extracting and Matching Patent In-text References to Scientific Publications 56-69
  Suzan Verberne, Ioannis Chios, Jian Wang
- HITS Hits Readersourcing: Validating Peer Review Alternatives Using Network Analysis 70-82
  Michael Soprano, Kevin Roitero, Stefano Mizzaro

### Short papers

- Supervised Learning for Automated Literature Review 83-91
  Jason Portenoy, Jevin D. West
- Can Models of Author Intention Support Quality Assessment of Content? 92-99
  Arlene J. Casey, Bonnie Webber, Dorota Glowacka
- Comparing Word Embeddings for Document Screening based on Active Learning 100-107
  Andres Carvallo, Denis Parra
- Towards Formula Concept Discovery and Recognition 108-115
  Philipp Scharpf, Moritz Schubotz, Howard S. Cohl, Bela Gipp

### Poster papers

- CiteTracked: A Longitudinal Dataset of Peer Reviews and Citations 116-122
  Barbara Plank, Reinard van Dalen
- Evaluating the Availability of Open Citation Data 123-129
  Chifumi Nishioka, Michael Färber
- Why Machines Cannot Learn Mathematics, Yet 130-137
  André Greiner-Petter, Terry Ruas, Moritz Schubotz, Akiko Aizawa, William Grosky, Bela Gipp
- Identifying the Conceptual Space of Citation Contexts using Coreferences 138-144
  Marc Bertin, Pierre Jonin, Frédéric Armetta, Iana Atanassova
- Analysing Author Name Mentions in Citation Contexts of Highly Cited Publications 145-152
  Rajesh Piryani, Wolfgang Otto, Philipp Mayr, Vivek Kumar Singh

### CL-SciSumm Shared Task

- Overview and Results: CL-SciSumm Shared Task 2019 153-166
  Muthu Kumar Chandrasekaran, Michihiro Yasunaga, Dragomir Radev, Dayne Freitag, Min-Yen Kan
- NaCTeM-UoM @ CL-SciSumm 2019 167-180
  Chrysoula Zerva, Minh-Quoc Nghiem, Nhung T.H. Nguyen, Sophia Ananiadou
- IR&TM-NJUST @ CLSciSumm-19 181-195
  Shutian Ma, Heng Zhang, Tianxiang Xu, Jin Xu, Shaohu Hu, Chengzhi Zhang
- CIST@CLSciSumm-19: Automatic Scientific Paper Summarization with Citances and Facets 196-207
  Lei Li, Yingqi Zhu, Yang Xie, Zuying Huang, Wei Liu, Xingyuan Li, Yinan Liu
- IRIT-IRIS at CL-SciSumm 2019: Matching Citances with their Intended Reference Text Spans from the Scientific Literature 208-213
  Yoann Pitarch, Karen Pinel-Sauvagnat, Gilles Hubert, Guillaume Cabanac, Ophelie Fraisier-Vannier
- Helium @ CL-SciSumm-19 : Transfer learning for effective scientific research comprehension 214-223
  Bakhtiyar Syed, Vijayasaradhi Indurthi, Balaji Vasan Srinivasan, Vasudeva Varma
- LaSTUS-TALN+INCO @ CL-SciSumm 2019 224-232
  Luis Chiruzzo, Ahmed AbuRa'ed, Alex Bravo, Horacio Saggion
- Poli2Sum@CL-SciSumm-19: Identify, Classify, and Summarize Cited Text Spans by means of Ensembles of Supervised Models 233-246
  Moreno La Quatra, Luca Cagliero, Elena Baralis
- NJU@CL-SciSumm-19 247-255
  Hyonil Kim, Shiyan Ou
- ATHENA@CL-SciSumm 2019: Siamese recurrent bi-directional neural network for identifying cited text spans 256-262
  Aris Fergadis, Dimitris Pappas, Haris Papageorgiou

2019-07-23: submitted by Philipp Mayr, metadata incl. bibliographic data published under Creative Commons CC0
2019-07-25: published on CEUR-WS.org |valid HTML5|