[PDF] Top 20 Compositional Questions Do Not Necessitate Multi hop Reasoning
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Compositional Questions Do Not Necessitate Multi hop Reasoning
... induce questions that require multi-hop ...induce multi- hop reasoning remains an open challenge that is worthy of follow up ... See full document
9
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text
... answer questions based on a single passage of text (Dhingra et ...for questions that require multi-hop reasoning, it is difficult for a single retrieval step to find the relevant ... See full document
11
Understanding Dataset Design Choices for Multi hop Reasoning
... Learning multi-hop reasoning has been a key challenge for reading comprehension models, leading to the design of datasets that explic- itly focus on ...a multi-hop ques- tion answering ... See full document
7
Self Assembling Modular Networks for Interpretable Multi Hop Reasoning
... for multi-hop QA, directly matching the se- mantics of the question and context leads to the entity that bridges the two supporting facts ...of questions of four differ- ent types of ... See full document
11
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi hop Inference
... of questions requiring some form of causal, process, or model-based reasoning to solve and produce an explanation ...low-resource do- main for grade-appropriate study guides and other materi- ...The ... See full document
9
Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi Hop QA
... without reasoning through the first hop to find “father of Kasper Schmeichel”, as neither of the two distractor documents con- tains sufficient distracting information about an- other person “voted as ... See full document
11
BAG: Bi directional Attention Entity Graph Convolutional Network for Multi hop Reasoning Question Answering
... In many scenarios, we need to comprehend the relationships of entities across documents before answering questions. Therefore, reading compre- hension tasks with multiple hops were proposed to make it available ... See full document
6
Dynamically Fused Graph Network for Multi hop Reasoning
... Coref-GRN extracts and aggregates entity in- formation in different references from scattered paragraphs (Dhingra et al., 2018). Coref-GRN utilizes co-reference resolution to detect different mentions of the same entity. ... See full document
11
Multi hop Reading Comprehension through Question Decomposition and Rescoring
... quires reasoning and aggregation across sev- eral ...for multi-hop RC that decomposes a composi- tional question into simpler sub-questions that can be answered by off-the-shelf ... See full document
13
Adapting Meta Knowledge Graph Information for Multi Hop Reasoning over Few Shot Relations
... propose multi-hop reasoning methods, which leverage the symbolic compositionality of relations in KGs to achieve explainable reasoning ...?), multi-hop reasoning models ... See full document
6
Simple yet Effective Bridge Reasoning for Open Domain Multi Hop Question Answering
... question. We use the same model architecture for both tasks and the architecture is base on the doc- ument QA model from (Clark and Gardner, 2018), which is used by Yang et al. (2018) as the baseline for HotpotQA. The ... See full document
5
Do Multi hop Readers Dream of Reasoning Chains?
... research questions The above results answer our research questions as follows: (1) in our experimental setting, the reasoning paths are indeed useful, thus multi-hop reasoning is ... See full document
7
Object Ordering with Bidirectional Matchings for Visual Reasoning
... the visual objects and the language, and learn ac- curate relationships between the two. Another dif- ficulty is that the objects in the image do not have a fixed order and the number of objects also varies. ... See full document
8
Exploiting Explicit Paths for Multi hop Reading Comprehension
... path-based reasoning approach for the multi-hop reading compre- hension task where a system needs to com- bine facts from multiple passages to answer a ...by multi-hop reasoning ... See full document
11
Secure Inter Hop Verification with Onion Protocol Implementation for Reliable Routing in Wireless Sensor Networks
... In multi hop wireless networks, when a mobile node needs to communicate with a remote destination, it relies on the other nodes to relay the ...This multi hop packet transmission can extend ... See full document
5
Wireless network coding for multi-hop relay channels
... MH-CPF scheme. . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 7.1 The multi-way relay channel. . . . . . . . . . . . . . . . . . . . . . 135 7.2 Compute-and-forward for the multi-way relay ... See full document
16
Compositional reasoning for explicit resource management in channel based concurrency
... they do not consider any behavioural ...they do however consider ...approaches do not use a type system but opt for an operational interpretation of permissions, where actions may block due to lack ... See full document
51
Dynamic Channel Allocation Using Virtual Machines for Cloud Sensor Networking Environment
... ABSTRACT: Cloud computing allows business customers to scale up and down their resource usage based on needs. Many of the gains in the cloud model come from resource multiplexing through virtualization technology. In ... See full document
6
An Adaptive Distance-based Resource Allocation Scheme for Interdependent Tasks in Mobile Ad Hoc Computational Grids
... ADRA aims to reduce the communication cost between interdependent tasks. It takes into account the task and dependency types and allocates interdependent tasks to nodes which are close to one another with respect to ... See full document
11
A Comprehensive Study of Energy Efficient Algorithms in WSN
... nodes do not take into consideration, especially when their residual energy drains and soon they act like normal ...for multi-level heterogeneous ... See full document
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