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Manag. in 2006 with Dieter Roller from University of Stuttgart, Institute of Architecture of Application Systems (IAAS)?", + "answer": "2.234375", + "author_dblp_uri": "" + }, + { + "id": "cf7e42b1-81e8-45e2-bfe2-b97b25216aa7", + "question": "Who has a higher i10Index, Vivienne Sze or Christoph Steinbeck?", + "answer": "Christoph Steinbeck", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "61a75ae8-301c-486a-950c-36ea44f3daa4", + "question": "Whose institute has more publications, the creator of Sparse Bayesian Learning via Stepwise Regression or the author of Speaker adaptation applied to HMM and neural networks?", + "answer": "Cornell University", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "a575cdd4-7f7d-4696-8c09-5536069ccd06", + "question": "Which author has more publications cited by count, the author who wrote 'Efficient ring perception for the Chemistry Development Kit' or the author of 'A comparison of CABAC throughput for HEVC/H.265 VS. 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Sitaraman or Jie Wu?", + "answer": "Jie Wu", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "6cd3ed83-a42a-4b4b-bd94-08a9a5282c16", + "question": "Who has a higher hIndex, the author of Adaptive Control and Intersections with Reinforcement Learning or the creator of An Equivalent Linear Model for Marked and Filtered Doubly Stochastic Poisson Processes with Application to MMSE Linear Estimation for Synchronous m-ary Optical Data Signals?", + "answer": "Anuradha M. 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Tarjan?", + "answer": "Tajana Rosing", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "5c3b4b2a-e86b-4962-b64b-e4168765e295", + "question": "Who is the author of the publication titled 'A Taxonomy of Localization Schemes for Wireless Sensor Networks'?", + "answer": "Moustafa Youssef", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "7e898abf-2675-4643-8f2e-ec4cda48ce0b", + "question": "Which author has a higher number of publications, the writer of 'Frequency-Shaped Randomized Sampling' or the author of 'Partitioning PCS Networks for Distributed Simulation'?", + "answer": "Alan V. 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Trends over the last 30 Years earn his degree?", + "answer": "Norwegian University of Science and Technology", + "author_dblp_uri": "" + }, + { + "id": "0082ee81-4025-478b-a407-f756e1b6bb83", + "question": "What is the birthplace of the mathematician who authored 'The Residually Weakly Primitive Geometries of J 3'?", + "answer": "Uccle", + "author_dblp_uri": "" + }, + { + "id": "a5e3534d-cb11-4117-b1b7-2fb3a2d6bfe1", + "question": "Who awarded the ACM/SIGAI Autonomous Agents Research Award to the author of Greta: an Interactive Expressive Embodied Conversational Agent in 2015?", + "answer": "ACM/SIGAI", + "author_dblp_uri": "" + }, + { + "id": "33cbe38a-da0d-46b0-bfea-273946fb9c3c", + "question": "What is the citizenship of the writer of 'Algorithmic Simplicity and Relevance'?", + "answer": "French", + "author_dblp_uri": "" + }, + { + "id": "7953eecd-a7b4-45aa-9f0d-78d5b27b9f2d", + "question": "What is the birth date of the author of Fairness?", + "answer": "19 January 1944", + "author_dblp_uri": "" + }, + { + "id": "2199a5e1-3fed-4692-87cd-28ba85360a40", + "question": "In which year did the author of On maximizing welfare when utility functions are subadditive win the G\u00f6del Prize?", + "answer": "2001", + "author_dblp_uri": "" + }, + { + "id": "a357c788-9772-4a28-a3db-658b81f0e84f", + "question": "Where did the author of 'A measure of edge ambiguity using fuzzy sets' receive his PhD?", + "answer": "University of Calcutta", + "author_dblp_uri": "" + }, + { + "id": "1b14572e-a64c-4f39-bc99-8322995d0d2d", + "question": "Where did the creator of the book 'Constraint Programming' obtain his PhD?", + "answer": "University of Namur", + "author_dblp_uri": "" + }, + { + "id": "b9d73a87-19f8-4c37-8081-1fd2e140e3d4", + "question": "From which institute did the writer of 'Future applications and middleware, and their impact on the infrastructure' get his master's degree?", + "answer": "Downing College at Cambridge University", + "author_dblp_uri": "" + }, + { + "id": "6d4a1b08-b7c8-4362-b2b3-1b04380715b9", + "question": "What is the birth date of the contributor who authored Computerized physician order entry and medication errors: Finding a balance?", + "answer": "June 5, 1957", + "author_dblp_uri": "" + }, + { + "id": "38cceaca-bdf6-4706-897c-2863a4eb37d7", + "question": "What project did the author of 'Why Human Translators Still Sleep In Peace? 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Wang Assistant Professorship from 1995 to 1997?", + "answer": "Cornell University", + "author_dblp_uri": "" + }, + { + "id": "97f55544-d6da-4102-8e1e-64393c16291a", + "question": "What is the nationality of the author of Memoryless Facility Location in One Pass?", + "answer": "Greek", + "author_dblp_uri": "" + }, + { + "id": "2b649602-befc-487a-b387-236ec01401db", + "question": "From which institute did the contributor of 'What Do You Mean I'm Practicing without a License? 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"question": "Which university did the author of Formal Definition in Program Development work as a professor in the 1980s and early 1990s?", + "answer": "Victoria University of Manchester", + "author_dblp_uri": "" + }, + { + "id": "61ad7381-cb1f-4570-8b6e-81179bd7805b", + "question": "Where did the author of 'Performance d'une heuristique d'agr\u00e9gation optimale bidimensionnelle' work as a professor for one year?", + "answer": "Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al", + "author_dblp_uri": "" + }, + { + "id": "8d006b68-fb44-47f2-9be5-344788aa681b", + "question": "When was the creator of Efficient Algorithms for Citation Network Analysis born?", + "answer": "14.06.1948", + "author_dblp_uri": "" + }, + { + "id": "9538e13a-e738-4531-9468-852f71397e8c", + "question": "What is the year in which the author of How Deep Learning Works for Information Retrieval was awarded an Australian Laureate Fellowship?", + "answer": "2017", + "author_dblp_uri": "" + }, + { + "id": "bb4c7072-a059-42d6-8fde-da8e8ce71d40", + "question": "Where did the contributor who received the CNRS Bronze Medal in 2010 earn his undergraduate degree from?", + "answer": "\u00c9cole normale sup\u00e9rieure de Lyon", + "author_dblp_uri": "" + }, + { + "id": "087156e8-a4fe-4b6b-a42e-54a78c1f47f9", + "question": "Where was the author of Research opportunities in creating medical images born?", + "answer": "Alameda County, California", + "author_dblp_uri": "" + } +] \ No newline at end of file diff --git a/2024/dataset/qa_eval_em_f1.py b/2024/dataset/qa_eval_em_f1.py new file mode 100644 index 0000000..887c32d --- /dev/null +++ b/2024/dataset/qa_eval_em_f1.py @@ -0,0 +1,73 @@ +import sys,os,json + + +def load_data(gold_answers_path, system_answers_path): + gold_data = json.loads(open(gold_answers_path).read()) + pred_data = json.loads(open(system_answers_path).read()) + gold_answers = {item['id']: str(item['answer']).strip() for item in gold_data} + predictions = {item['id']: str(item['answer']).strip() for item in pred_data} + + gold_list = [] + pred_list = [] + + for qid, answer in gold_answers.items(): + if qid in predictions: + gold_list.append(answer) + pred_list.append(predictions[qid]) + + return gold_list, pred_list + + +def calculate_exact_match(reference, hypothesis): + return int(reference == hypothesis) + + +def calculate_f_score(references, hypotheses): + precision_recall_f1_list = [] + + for ref, hyp in zip(references, hypotheses): + ref_tokens = ref.split() + hyp_tokens = hyp.split() + + common_tokens = set(ref_tokens) & set(hyp_tokens) + precision = len(common_tokens) / len(hyp_tokens) if hyp_tokens else 0 + recall = len(common_tokens) / len(ref_tokens) if ref_tokens else 0 + f1_score = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0 + + precision_recall_f1_list.append((precision, recall, f1_score)) + + avg_precision = sum(pr[0] for pr in precision_recall_f1_list) / len(precision_recall_f1_list) + avg_recall = sum(pr[1] for pr in precision_recall_f1_list) / len(precision_recall_f1_list) + avg_f1_score = sum(pr[2] for pr in precision_recall_f1_list) / len(precision_recall_f1_list) + + return avg_precision, avg_recall, avg_f1_score + + +def evaluate(gold_answers_path, system_answers_path): + gold_answers, predictions = load_data(gold_answers_path, system_answers_path) + exact_matches = [calculate_exact_match(ref, hyp) for ref, hyp in zip(gold_answers, predictions)] + precision, recall, f1_score = calculate_f_score(gold_answers, predictions) + exact_match_score = sum(exact_matches) / len(exact_matches) if exact_matches else 0 + + return exact_match_score, precision, recall, f1_score + +def main(): + input_dir = sys.argv[1] + output_dir = sys.argv[2] + gt_path = os.path.join(os.path.join(input_dir, 'ref'), 'answers2.txt') + system_path = os.path.join(os.path.join(input_dir, 'res'), 'answers2.txt') + print(f"Config:\n\tGround truth: {gt_path}\n\tSystem path: {system_path}") + + exact_match_accuracy, precision, recall, f1 = evaluate(gt_path, system_path) + print(f"\nQA Results:\n\tExact Match Accuracy: {round(exact_match_accuracy * 100, 2)}%\n\tPrecision: {round(precision, 5)}\n\tRecall: {round(recall, 5)}\n\tF1: {round(f1, 5)}") + + with open(os.path.join(output_dir, 'scores.txt'), 'w') as f: + f.write(f"ExactMatch: %f\n" % (exact_match_accuracy)) + f.write(f"Precision: %f\n" % (precision)) + f.write(f"Recall: %f\n" % (recall)) + f.write(f"F1: %f\n" % (f1)) + + +if __name__ == "__main__": + main() + diff --git a/2024/dataset/sch_set2_test_questions.json b/2024/dataset/sch_set2_test_questions.json new file mode 100644 index 0000000..477cfcf --- /dev/null +++ b/2024/dataset/sch_set2_test_questions.json @@ -0,0 +1,3862 @@ +[ + { + "id": "4d1bee00-977d-44f6-857e-3d494972b8b7", + "question": "How many citations have the publications of the institution where the creator of 'Array Layouts for Comparison-Based Searching' works been cited?", + "author_dblp_uri": "" + }, + { + "id": "fbf9c001-ce32-4c29-82df-cc4875320424", + "question": "What is the citedBy count of the author who collaborated with Piero Fraternali on 'The Story of the IDEA Methodology'?", + "author_dblp_uri": "" + }, + { + "id": "781cefe7-0c3a-41e5-aff4-1d6281ee36cb", + "question": "What is the i10Index of the writer with a co-author from University of Cambridge who published Pronunciation variants generation using SMT-inspired approaches in ICASSP 2011?", + "author_dblp_uri": "" + }, + { + "id": "a8299fe5-c92f-4000-b2a3-630962240d5a", + "question": "How many times are the publications from the affiliation of the author of 'On Convex Quadrangulations of Point Sets on the Plane' cited?", + "author_dblp_uri": "" + }, + { + "id": "dcaaa17b-adb0-487c-94cb-28106b14c003", + "question": "What is the hIndex of the contributor who worked on a contraction approach for efficient regulation of networked systems in 2016?", + "author_dblp_uri": "" + }, + { + "id": 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Aided Des. journal in 2010?", + "author_dblp_uri": "" + }, + { + "id": "2ef8ec4a-198d-4b5b-a0e0-fdb1490f7a0a", + "question": "How many papers does the academic institution of the author of the paper 'The value of opportunities over time when preferences are unstable' have?", + "author_dblp_uri": "" + }, + { + "id": "1567a6dc-095f-412b-9d76-996bbfc75a5a", + "question": "What is the number of publications for the affiliation of the 'm-Transportability: Transportability of a Causal Effect from Multiple Environments' author?", + "author_dblp_uri": "" + }, + { + "id": "eed16eb1-7a0a-479b-a4b0-a24b806396f4", + "question": "How many times has the author of Monte Carlo Localization and registration to prior data for outdoor navigation cited?", + "author_dblp_uri": "" + }, + { + "id": "9651a1d8-f515-4fc3-8edf-e7bc6efa4e67", + "question": "What is the type of organization of the author who published the article 'Differential piracy' in the year 2012?", + "author_dblp_uri": "" + }, + { + "id": "c016e2af-d954-49b9-b62e-b87608271973", + "question": "What is the hIndex of the author of ChucK: a programming language for on-the-fly, real-time audio synthesis and multimedia in ACM Multimedia 2004?", + "author_dblp_uri": "" + }, + { + "id": "a8835377-5183-4f00-a897-2092494cbf11", + "question": "What is the i10Index of the author who collaborated with Qiang Xiao on 'Stability of delayed inertial neural networks on time scales: A unified matrix-measure approach'?", + "author_dblp_uri": "" + }, + { + "id": "f6975ba7-043e-4e7f-bb11-88d2d550496f", + "question": "How many publications does the author who published Information voyeurism: social impact of physically large displays on information privacy with Desney S. Tan, have?", + "author_dblp_uri": "" + }, + { + "id": "421ae952-0665-4413-973b-fc9b2dcc8d99", + "question": "What is the average two years citedness of the author of Software Design Patterns for Information Visualization?", + "author_dblp_uri": "" + }, + { + "id": "d172caf8-3aa5-4d01-a38d-1755d81d3114", + "question": "How many publication citations does the institution of the author who published 'Formal Specification and Static Checking of Gemplus' Electronic Purse Using ESC/Java' have?", + "author_dblp_uri": "" + }, + { + "id": "1ee378da-4088-4907-8dd3-a824ec71e093", + "question": "What is the i10Index of the contributor who wrote Providing adaptive support to the understanding of instructional material with Kurt VanLehn in IUI in 2001?", + "author_dblp_uri": "" + }, + { + "id": "36b4a234-ba1f-4184-a264-9951623138bb", + "question": "What is the cited by count of the institution where the author of 'I contain multitudes: creativity and emergent narrative' published in the Creativity & Cognition journal in 2013?", + "author_dblp_uri": "" + }, + { + "id": "77f4111c-8d9e-456f-8672-b5fa35bcdae2", + "question": "What is the cited by count where the contributor of the article 'A Computationally Efficient Method for Nonparametric Modeling of Neural Spiking Activity with Point Processes' is affiliated?", + "author_dblp_uri": "" + }, + { + "id": "1b2139f7-7a96-4956-a173-331f7ea8387b", + "question": "What is the average two years citedness of the author of 'Influence Plots for LASSO'?", + "author_dblp_uri": "" + }, + { + "id": "ca2d88ff-a1ea-4d80-959d-1052806c8e06", + "question": "What is the cited by count where the author of 'MultiS-Net: A high-capacity, packet-switched, multichannel, single-hop architecture and protocol for a local lightwave network' is affiliated?", + "author_dblp_uri": "" + }, + { + "id": "4afcc3bf-f5a9-48d6-91f9-48e9161b8027", + "question": "What is the type of the institute where the author of the paper 'An Adaptive User Grouping and Subcarrier Allocation Algorithm for Grouped MC-CDMA Systems' is affiliated?", + "author_dblp_uri": "" + }, + { + "id": "00409340-39c8-44a8-a14b-8016af18176d", + "question": "What is the number of papers authored by the institution where 'Counterfactuals in Explainable Artificial Intelligence (XAI): Evidence from Human Reasoning' author is affiliated?", + "author_dblp_uri": "" + }, + { + "id": "44668843-07ac-4b01-96e2-383aac1ca6db", + "question": "How many papers are associated with the institution where the author of 'FUS-Net: U-Net-Based FUS Interference Filtering' works?", + "author_dblp_uri": "" + }, + { + "id": "518c2aaf-b578-4bb3-b68b-1327da0ec46b", + "question": "What is the number of publications for the affiliation of the researcher who published 'Evolutionary-Algorithm-Based Strategy for Computer-Assisted Structure Elucidation'?", + "author_dblp_uri": "" + }, + { + "id": "5647504f-d322-474e-990e-ecb0607a8f8b", + "question": "What is the type of institution where the contributor of the 'Towards Automatic Content Quality Checks in Semantic Wikis - 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Efficient methods for broadcasting multi-slot messages with random access with capture or the creator of Investigating automatic decomposition for ASR in less represented languages?", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "f4cd7086-b2f5-4a07-99a9-d5019ae83233", + "question": "Which institute has a higher publications count, Allen Institute or University of Toronto?", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "eaeea1af-7408-493e-ad1e-9339465faafa", + "question": "In terms of citedByCount, who has a higher count, the author of Some New Results on Key Distribution Patterns and Broadcast Encryption or the author of Approximate Complex Polynomial Evaluation in Near Constant Work Per Point?", + "author_dblp_uri": [ + { + "author1_dblp_uri": "", + "author2_dblp_uri": "" + } + ] + }, + { + "id": "a23d5909-ddd7-4650-8fe5-e648e651a03e", + "question": "Whose hIndex is 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published Testing and Training Theory of Mind for Hybrid Human-agent Environments complete her PhD?", + "author_dblp_uri": "" + } +] \ No newline at end of file diff --git a/2024/index.html b/2024/index.html index 90705ac..a6f9114 100755 --- a/2024/index.html +++ b/2024/index.html @@ -465,8 +465,7 @@

Contact Us

UPDATE

- The challenge is now live at https://codalab.lisn.upsaclay.fr/competitions/19140. - Due to the initial delay in releasing the dataset, we have adjusted the remaining deadlines accordingly. + The challenge is now live at https://codalab.lisn.upsaclay.fr/competitions/19140 https://codalab.lisn.upsaclay.fr/competitions/19747. We have a new codalab competition link, because we updated our train and test set. The test set is manually verified and guaranteed to be correct. We have also shifted the deadlines by further 2 weeks (to be found at the bottom of this page) based on the request of participants.
@@ -548,7 +547,7 @@

Important Dates (Tentative)

- 2024-07-31 + 2024-07-31 2024-08-14 Codalab stops accepting submissions @@ -556,7 +555,7 @@

Important Dates (Tentative)

- 2024-08-21 + 2024-08-21 2024-09-04 Submission of System Papers @@ -565,7 +564,7 @@

Important Dates (Tentative)

- 2024-09-18 + 2024-09-18 2024-10-02 Notification of Acceptance