Dataset Viewer
Auto-converted to Parquet Duplicate
aid
stringlengths
9
15
mid
stringlengths
7
10
abstract
stringlengths
78
2.56k
related_work
stringlengths
92
1.77k
ref_abstract
sequence
math9912167
1631980677
Author(s): Kuperberg, Greg; Thurston, Dylan P. | Abstract: We give a purely topological definition of the perturbative quantum invariants of links and 3-manifolds associated with Chern-Simons field theory. Our definition is as close as possible to one given by Kontsevich. We will also establish some basic properties of...
Two other generalizations that can be considered are invariants of graphs in 3-manifolds, and invariants associated to other flat connections @cite_16 . We will analyze these in future work. Among other things, there should be a general relation between flat bundles and links in 3-manifolds on the one hand and finite c...
{ "cite_N": [ "@cite_16", "@cite_26" ], "mid": [ "2080743555", "1641082372", "1990891135", "2023137590" ], "abstract": [ "The aim of this paper is to construct new topological invariants of compact oriented 3-manifolds and of framed links in such manifolds. Our invariant of (a link...
cs9910011
2168463568
A statistical model for segmentation and word discovery in child directed speech is presented. An incremental unsupervised learning algorithm to infer word boundaries based on this model is described and results of empirical tests showing that the algorithm is competitive with other models that have been used for simil...
Model Based Dynamic Programming, hereafter referred to as MBDP-1 @cite_0 , is probably the most recent work that addresses the exact same issue as that considered in this paper. Both the approach presented in this paper and Brent's MBDP-1 are based on explicit probability models. Approaches not based on explicit probab...
{ "cite_N": [ "@cite_0" ], "mid": [ "2949560198", "2751901133", "2109910161", "2130913800" ], "abstract": [ "We initiate the probabilistic analysis of linear programming (LP) decoding of low-density parity-check (LDPC) codes. Specifically, we show that for a random LDPC code ensemble, ...
cs9911003
2950670108
We solve the subgraph isomorphism problem in planar graphs in linear time, for any pattern of constant size. Our results are based on a technique of partitioning the planar graph into pieces of small tree-width, and applying dynamic programming within each piece. The same methods can be used to solve other planar graph...
Recently we were able to characterize the graphs that can occur at most @math times as a subgraph isomorph in an @math -vertex planar graph: they are exactly the 3-connected planar graphs @cite_41 . However our proof does not lead to an efficient algorithm for 3-connected planar subgraph isomorphism. In this paper we u...
{ "cite_N": [ "@cite_41" ], "mid": [ "1799262171", "1960457407", "2795050613", "2074992286" ], "abstract": [ "Given two graphs @math and @math , the Subgraph Isomorphism problem asks if @math is isomorphic to a subgraph of @math . While NP-hard in general, algorithms exist for various ...
hep-th9908200
2160091034
Daviau showed the equivalence of matrix Dirac theory, formulated within a spinor bundle (S_x C _x^4 ), to a Clifford algebraic formulation within space Clifford algebra (C ( R ^3 , ) M _ 2 ( C ) P ) Pauli algebra (matrices) ≃ ℍ ⨁ ℍ ≃ biquaternions. We will show, that Daviau's map θ: ( : C ^4 M _ 2 ( C ) ) is an isomorp...
A further genuine and important approach to the spinor-tensor transition was developed starting probably with Crawford by P. Lounesto, @cite_6 and references there. He investigated the question, how a spinor field can be reconstructed from known tensor densities. The major characterization is derived, using Fierz-Kofin...
{ "cite_N": [ "@cite_6" ], "mid": [ "2198155329", "2022437913", "2073656615", "1009009209" ], "abstract": [ "Patch-based low-rank models have shown effective in exploiting spatial redundancy of natural images especially for the application of image denoising. However, two-dimensional l...
cs9903014
1612660921
We present an open architecture for just-in-time code generation and dynamic code optimization that is flexible, customizable, and extensible. While previous research has primarily investigated functional aspects of such a system, architectural aspects have so far remained unexplored. In this paper, we argue that these...
Pioneering research in dynamic runtime optimization was done by Hansen @cite_8 who first described a fully automated system for runtime code optimization. His system was similar in structure to our system---it was composed of a loader, a profiler, and an optimizer---but used profiling data only to decide when to optimi...
{ "cite_N": [ "@cite_8" ], "mid": [ "2165006697", "2171438172", "2116210226", "2093922742" ], "abstract": [ "Optimizing programs at run-time provides opportunities to apply aggressive optimizations to programs based on information that was not available at compile time. At run time, pr...
cs9903014
1612660921
We present an open architecture for just-in-time code generation and dynamic code optimization that is flexible, customizable, and extensible. While previous research has primarily investigated functional aspects of such a system, architectural aspects have so far remained unexplored. In this paper, we argue that these...
Hansen's work was followed by several other projects that have investigated the benefits of runtime optimization: the Smalltalk @cite_33 and SELF @cite_0 systems that focused on the benefits of dynamic optimization in an object-oriented environment; Morph'', a project developed at Harvard University @cite_16 ; and the ...
{ "cite_N": [ "@cite_30", "@cite_18", "@cite_4", "@cite_33", "@cite_0", "@cite_16" ], "mid": [ "2171438172", "2788459922", "2165006697", "2116210226" ], "abstract": [ "Traditional query optimizers assume accurate knowledge of run-time parameters such as selectivitie...
cs9903014
1612660921
We present an open architecture for just-in-time code generation and dynamic code optimization that is flexible, customizable, and extensible. While previous research has primarily investigated functional aspects of such a system, architectural aspects have so far remained unexplored. In this paper, we argue that these...
Common to the above-mentioned work is that the main focus has always been on functional aspects, that is how to profile and which optimizations to perform. Related to this is research on how to boost application performance by combining profiling data and code optimizations at compile time (not at runtime), including w...
{ "cite_N": [ "@cite_35", "@cite_26", "@cite_22", "@cite_10", "@cite_29", "@cite_3", "@cite_13", "@cite_25", "@cite_12" ], "mid": [ "2165006697", "2093922742", "2130570838", "2115971347" ], "abstract": [ "Optimizing programs at run-time provides opportun...
cs9903018
1593496962
Scripting languages are becoming more and more important as a tool for software development, as they provide great flexibility for rapid prototyping and for configuring componentware applications. In this paper we present LuaJava, a scripting tool for Java. LuaJava adopts Lua, a dynamically typed interpreted language, ...
For Tcl @cite_13 two integration solutions exist: the TclBlend binding @cite_11 and the Jacl implementation @cite_14 . TclBlend is a binding between Java and Tcl, which, as LuaJava, allows Java objects to be manipulated by scripts. Some operations, such as access to fields and static method invocations, require specifi...
{ "cite_N": [ "@cite_14", "@cite_13", "@cite_11" ], "mid": [ "2162914120", "2118300983", "2147650421", "1984632619" ], "abstract": [ "This paper describes the motivations and strategies behind our group’s efforts to integrate the Tcl and Java programming languages. From the Jav...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
The main objective of this chapter was to study the basic @math -branes that one encounters in M-theory, and to treat them in a unified way. The need to unify the treatment is inspired by U-duality @cite_22 @cite_86 @cite_144 , which states that from the effective lower dimensional space-time point of view, all the cha...
{ "cite_N": [ "@cite_86", "@cite_22", "@cite_144" ], "mid": [ "1992572456", "2141847212", "2152342374", "2022574854" ], "abstract": [ "We construct new supersymmetric solutions of D = 11 supergravity describing n orthogonally “overlapping” membranes and fivebranes for n = 2,…,8...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
It should also not be underestimated that the derivation of the intersecting solutions presented in this chapter is a thorough consistency check of all the dualities acting on, and between, the supergravity theories. It is straightforward to check that, starting from one definite configuration, all its dual configurati...
{ "cite_N": [ "@cite_191", "@cite_61" ], "mid": [ "2054280159", "1992572456", "2048444779", "2045285156" ], "abstract": [ "Abstract We present non-extreme generalisations of intersecting p -brane solutions of eleven-dimensional supergravity which upon toroidal compactification redu...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
Some of the intersection rules intersectionrules point towards an M-theory interpretation in terms of open branes ending on other branes. This idea will be elaborated and made firmer in the next chapter. It suffices to say here that this interpretation is consistent with dualities if we postulate that the open characte...
{ "cite_N": [ "@cite_143", "@cite_38", "@cite_176" ], "mid": [ "2086840642", "1992572456", "2054280159", "2152342374" ], "abstract": [ "Abstract We present a general rule determining how extremal branes can intersect in a configuration with zero binding energy. The rule is deri...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
In this chapter we presented only extremal configurations of intersecting branes. The natural further step to take would be to consider also non-extremal configurations of intersecting branes. There is however a subtlety: there could be a difference between intersections of non-extremal branes, and non-extremal interse...
{ "cite_N": [ "@cite_48", "@cite_81", "@cite_16" ], "mid": [ "2086840642", "2152342374", "2054280159", "1992572456" ], "abstract": [ "Abstract We present a general rule determining how extremal branes can intersect in a configuration with zero binding energy. The rule is derive...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
Supergravity solutions corresponding to D-branes at angles were found in @cite_31 @cite_59 @cite_178 . The resulting solutions contain as expected off-diagonal elements in the internal metric, and the derivation from the equations of motion as in @cite_59 is accordingly rather intricated.
{ "cite_N": [ "@cite_31", "@cite_178", "@cite_59" ], "mid": [ "1992572456", "2048444779", "2054280159", "2086840642" ], "abstract": [ "We construct new supersymmetric solutions of D = 11 supergravity describing n orthogonally “overlapping” membranes and fivebranes for n = 2,…,8...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
Other half-supersymmetric bound states of this class are the @math multiplets of 1- and 5-branes in type IIB theory @cite_95 @cite_0 , or more precisely the configurations F1 @math D1 and NS5 @math D5, also called @math 1- and 5-branes, where @math is the NSNS charge and @math the RR charge of the compound. The classic...
{ "cite_N": [ "@cite_0", "@cite_95" ], "mid": [ "1992572456", "2048444779", "2019049541", "2152342374" ], "abstract": [ "We construct new supersymmetric solutions of D = 11 supergravity describing n orthogonally “overlapping” membranes and fivebranes for n = 2,…,8. Overlapping bran...
hep-th9807171
1774239421
The thesis begins with an introduction to M-theory (at a graduate student's level), starting from perturbative string theory and proceeding to dualities, D-branes and finally Matrix theory. The following chapter treats, in a self-contained way, of general classical p-brane solutions. Black and extremal branes are revie...
In @cite_106 (inspired by @cite_54 ) a solution is presented which corresponds to a M5 @math M5=1 configuration, which follows the harmonic superposition rule, provided however that the harmonic functions depend on the respective relative transverse space (i.e. they are functions of two different spaces). The problem n...
{ "cite_N": [ "@cite_54", "@cite_106", "@cite_89" ], "mid": [ "1992572456", "2086840642", "2048444779", "2054280159" ], "abstract": [ "We construct new supersymmetric solutions of D = 11 supergravity describing n orthogonally “overlapping” membranes and fivebranes for n = 2,…,8...
1903.05435
2921710190
In this work, we are interested in the applications of big data in the telecommunication domain, analysing two weeks of datasets provided by Telecom Italia for Milan and Trento. Our objective is to identify hotspots which are places with very high communication traffic relative to others and measure the interaction bet...
Nowadays, telecom companies use widely big data in order to mine the behaviour of their customers, improve the quality of service that they provide and reduce the customers' churn. Towards this direction, demographic statistics, network deployments and call detail records (CDRs) are key factors that need to be carefull...
{ "cite_N": [ "@cite_5" ], "mid": [ "2556289220", "1993599520", "1571751884", "1994273294" ], "abstract": [ "In this study, with Singapore as an example, we demonstrate how we can use mobile phone call detail record (CDR) data, which contains millions of anonymous users, to extract ind...
1903.05435
2921710190
In this work, we are interested in the applications of big data in the telecommunication domain, analysing two weeks of datasets provided by Telecom Italia for Milan and Trento. Our objective is to identify hotspots which are places with very high communication traffic relative to others and measure the interaction bet...
For example, the authors in @cite_4 analyse an heterogeneous cellular network which consists of different types of nodes, such as macrocells and microcells. Nowadays a popular model is the one from Wyner @cite_0 , but it fails to fully capture a real heterogeneous cellular network because it is simplistic. Another appr...
{ "cite_N": [ "@cite_0", "@cite_9", "@cite_4" ], "mid": [ "2005411736", "2076773434", "1994267277", "1659111644" ], "abstract": [ "In heterogeneous cellular networks spatial characteristics of base stations (BSs) influence the system performance intensively. Existing models lik...
1903.05355
2968491849
Learning the dynamics of robots from data can help achieve more accurate tracking controllers, or aid their navigation algorithms. However, when the actual dynamics of the robots change due to external conditions, on-line adaptation of their models is required to maintain high fidelity performance. In this work, a fram...
In the field of marine robotics, @cite_10 used locally weighted projection regression to compensate the mismatch between the physics based model and the sensors reading of the AUV Nessie. Auto-regressive networks augmented with a genetic algorithm as a gating network were used to identify the model of a simulated AUV w...
{ "cite_N": [ "@cite_14", "@cite_16", "@cite_10", "@cite_11" ], "mid": [ "2060977605", "2106353989", "1938668859", "2022798939" ], "abstract": [ "This paper proposes a pose-based algorithm to solve the full Simultaneous Localization And Mapping (SLAM) problem for an Autonom...
1903.05454
2950587559
In this work, we present a camera geopositioning system based on matching a query image against a database with panoramic images. For matching, our system uses memory vectors aggregated from global image descriptors based on convolutional features to facilitate fast searching in the database. To speed up searching, a c...
In recent years, research regarding image matching has been influenced by the developments in other areas of computer vision. Deep learning architectures have been developed both for image matching @cite_10 @cite_1 @cite_17 and geopositioning @cite_13 @cite_5 @cite_18 with attractive results.
{ "cite_N": [ "@cite_13", "@cite_18", "@cite_1", "@cite_5", "@cite_10", "@cite_17" ], "mid": [ "1762798876", "2607603241", "2606149788", "2964213755" ], "abstract": [ "We introduce a novel matching algorithm, called DeepMatching, to compute dense correspondences bet...
1903.05454
2950587559
In this work, we present a camera geopositioning system based on matching a query image against a database with panoramic images. For matching, our system uses memory vectors aggregated from global image descriptors based on convolutional features to facilitate fast searching in the database. To speed up searching, a c...
Convolutional features extracted from the deep layers of CNNs have shown great utility when addressing image matching and retrieval problems. Babenko @cite_10 employ pre-trained networks to generate descriptors based on high-level convolutional features used for retrieving images of various landmarks. Sunderhauf @cite_...
{ "cite_N": [ "@cite_8", "@cite_10", "@cite_2" ], "mid": [ "2289772031", "2749407104", "2258484932", "2161381512" ], "abstract": [ "Convolutional neural networks (CNNs) have recently achieved remarkable successes in various image classification and understanding tasks. The deep...
1903.05454
2950587559
In this work, we present a camera geopositioning system based on matching a query image against a database with panoramic images. For matching, our system uses memory vectors aggregated from global image descriptors based on convolutional features to facilitate fast searching in the database. To speed up searching, a c...
The problem of geopositioning can be seen as a dedicated branch of image retrieval. In this case, the objective is to compute extrinsic parameters (or coordinates) of a camera capturing the query image, based on the matched georeferenced images from a database. There exist many different algorithms and neural network a...
{ "cite_N": [ "@cite_5", "@cite_18", "@cite_13" ], "mid": [ "1946093182", "2479919622", "2199890863", "2949514689" ], "abstract": [ "The recent availability of geo-tagged images and rich geospatial data has inspired a number of algorithms for image based geolocalization. Most a...
1903.05454
2950587559
In this work, we present a camera geopositioning system based on matching a query image against a database with panoramic images. For matching, our system uses memory vectors aggregated from global image descriptors based on convolutional features to facilitate fast searching in the database. To speed up searching, a c...
A common factor of the above work is that it either requires the combination of aerial and street-level images for geopositioning, or extensive training on specific datasets. Both cases and their solutions cannot be easily generalized. In our approach, we utilize georeferenced, street-level panoramic images only and a ...
{ "cite_N": [ "@cite_1" ], "mid": [ "1946093182", "2479919622", "1984093092", "2199890863" ], "abstract": [ "The recent availability of geo-tagged images and rich geospatial data has inspired a number of algorithms for image based geolocalization. Most approaches predict the location o...
1903.05524
2972959293
In this paper, we study the relationship between two crucial properties in linear dynamical networks of diffusively coupled agents, that is controllability and robustness to noise and structural changes in the network. In particular, for any given network size and diameter, we identify networks that are maximally robus...
Kirchhoff index or equivalently effective graph resistance based measures have been instrumental in quantifying the effect of noise on the expected steady state dispersion in linear dynamical networks, particularly in the ones with the consensus dynamics, for instance see @cite_23 @cite_8 @cite_22 . Furthermore, limits...
{ "cite_N": [ "@cite_26", "@cite_22", "@cite_8", "@cite_9", "@cite_1", "@cite_0", "@cite_23", "@cite_10", "@cite_11" ], "mid": [ "2247236687", "1980652450", "2206841333", "2962884567" ], "abstract": [ "We investigate the (generalized) Walsh decomposition...
1903.05524
2972959293
In this paper, we study the relationship between two crucial properties in linear dynamical networks of diffusively coupled agents, that is controllability and robustness to noise and structural changes in the network. In particular, for any given network size and diameter, we identify networks that are maximally robus...
To quantify controllability, several approaches have been adapted, including determining the minimum number of inputs (leader nodes) needed to (structurally or strong structurally) control a network, determining the worst-case control energy, metrics based on controllability Gramians, and so on (e.g., see @cite_7 @cite...
{ "cite_N": [ "@cite_18", "@cite_14", "@cite_4", "@cite_7", "@cite_3", "@cite_2", "@cite_5", "@cite_15", "@cite_13", "@cite_25", "@cite_20", "@cite_17" ], "mid": [ "2111725629", "2315383458", "2736121037", "1938602245" ], "abstract": [ "This ...
1903.05524
2972959293
In this paper, we study the relationship between two crucial properties in linear dynamical networks of diffusively coupled agents, that is controllability and robustness to noise and structural changes in the network. In particular, for any given network size and diameter, we identify networks that are maximally robus...
Very recently in @cite_21 , trade-off between controllability and fragility in complex networks is investigated. Fragility measures the smallest perturbation in edge weights to make the network unstable. Authors in @cite_21 show that networks that require small control energy, as measured by the eigen values of the con...
{ "cite_N": [ "@cite_21" ], "mid": [ "2887109490", "1938602245", "2736121037", "2256710691" ], "abstract": [ "Mathematical theories and empirical evidence suggest that several complex natural and man-made systems are fragile: as their size increases, arbitrarily small and localized alt...
cmp-lg9408015
2952406681
Effective problem solving among multiple agents requires a better understanding of the role of communication in collaboration. In this paper we show that there are communicative strategies that greatly improve the performance of resource-bounded agents, but that these strategies are highly sensitive to the task require...
Design-World is also based on the method used in Carletta's JAM simulation for the Edinburgh Map-Task @cite_10 . JAM is based on the Map-Task Dialogue corpus, where the goal of the task is for the planning agent, the instructor, to instruct the reactive agent, the instructee, how to get from one place to another on the...
{ "cite_N": [ "@cite_10" ], "mid": [ "2949964922", "2118142207", "2126810476", "2062244797" ], "abstract": [ "Building a dialogue agent to fulfill complex tasks, such as travel planning, is challenging because the agent has to learn to collectively complete multiple subtasks. For examp...
cs9907027
2949190809
The aim of the Alma project is the design of a strongly typed constraint programming language that combines the advantages of logic and imperative programming. The first stage of the project was the design and implementation of Alma-0, a small programming language that provides a support for declarative programming wit...
We concentrate here on the related work involving addition of constraints to imperative languages. For an overview of related work pertaining to the language we refer the reader to @cite_0 .
{ "cite_N": [ "@cite_0" ], "mid": [ "2034373223", "2137628566", "2168617729", "2067273780" ], "abstract": [ "We present a new approach to adding state and state-changing commands to a term language. As a formal semantics it can be seen as a generalization of predicate transformer seman...
cmp-lg9709007
1578881253
Automatic Text Categorization (TC) is a complex and useful task for many natural language applications, and is usually performed through the use of a set of manually classified documents, a training collection. We suggest the utilization of additional resources like lexical databases to increase the amount of informati...
To our knowledge, lexical databases have been used only once before in TC, apart from our previous work. Hearst @cite_10 adapted a disambiguation algorithm by Yarowsky using WordNet to recognize category occurrences. Categories are made of WordNet terms, which is not the general case of standard or user-defined categor...
{ "cite_N": [ "@cite_10", "@cite_23" ], "mid": [ "2038721957", "1578881253", "2144108169", "2962984063" ], "abstract": [ "Part 1 The lexical database: nouns in WordNet, George A. Miller modifiers in WordNet, Katherine J. Miller a semantic network of English verbs, Christiane Fellba...
cmp-lg9709007
1578881253
Automatic Text Categorization (TC) is a complex and useful task for many natural language applications, and is usually performed through the use of a set of manually classified documents, a training collection. We suggest the utilization of additional resources like lexical databases to increase the amount of informati...
Lexical databases have been employed recently in word sense disambiguation. For example, Agirre and Rigau @cite_4 make use of a semantic distance that takes into account structural factors in WordNet for achieving good results for this task. Additionally, Resnik @cite_3 combines the use of WordNet and a text collection...
{ "cite_N": [ "@cite_4", "@cite_3", "@cite_11" ], "mid": [ "2165897980", "1561908597", "128995279", "2952637164" ], "abstract": [ "Words and phrases acquire meaning from the way they are used in society, from their relative semantics to other words and phrases. For computers, t...
cmp-lg9706006
2953123431
Learning problems in the text processing domain often map the text to a space whose dimensions are the measured features of the text, e.g., its words. Three characteristic properties of this domain are (a) very high dimensionality, (b) both the learned concepts and the instances reside very sparsely in the feature spac...
The methods that are most similar to our techniques are the on-line algorithms used in @cite_16 and @cite_10 . In the first, two algorithms, a multiplicative update and additive update algorithms suggested in @cite_5 are evaluated in the domain, and are shown to perform somewhat better than Rocchio's algorithm. While b...
{ "cite_N": [ "@cite_5", "@cite_16", "@cite_10" ], "mid": [ "2097645432", "1988790447", "2069317438", "2003677307" ], "abstract": [ "In most kernel based online learning algorithms, when an incoming instance is misclassified, it will be added into the pool of support vectors an...
cmp-lg9701003
2952751702
In expert-consultation dialogues, it is inevitable that an agent will at times have insufficient information to determine whether to accept or reject a proposal by the other agent. This results in the need for the agent to initiate an information-sharing subdialogue to form a set of shared beliefs within which the agen...
Grosz, Sidner and Lochbaum @cite_7 @cite_1 developed a SharedPlan approach to modelling collaborative discourse, and Sidner formulated an artificial language for modeling such discourse. Sidner viewed a collaborative planning process as proposal acceptance and proposal rejection sequences. Her artificial language treat...
{ "cite_N": [ "@cite_1", "@cite_7" ], "mid": [ "2148389694", "1564910013", "2962845465", "2122514299" ], "abstract": [ "A model of plan recognition in discourse must be based on intended recognition, distinguish each agent's beliefs and intentions from the other's, and avoid assump...
End of preview. Expand in Data Studio

This is a copy of the Multi-XScience dataset, except the input source documents of its train, validation and test splits have been replaced by a dense retriever. The retrieval pipeline used:

  • query: The related_work field of each example
  • corpus: The union of all documents in the train, validation and test splits
  • retriever: facebook/contriever-msmarco via PyTerrier with default settings
  • top-k strategy: "max", i.e. the number of documents retrieved, k, is set as the maximum number of documents seen across examples in this dataset, in this case k==4

Retrieval results on the train set:

Recall@100 Rprec Precision@k Recall@k
0.5270 0.2005 0.1551 0.2357

Retrieval results on the validation set:

Recall@100 Rprec Precision@k Recall@k
0.5310 0.2026 0.1603 0.2432

Retrieval results on the test set:

Recall@100 Rprec Precision@k Recall@k
0.5229 0.2081 0.1612 0.2440
Downloads last month
16