FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2894088664> ?p ?o ?g. }

• W2894088664 abstract "Complex textual information extraction tasks are often posed as sequence labeling or emph{shallow parsing}, where fields are extracted using local labels made consistent through probabilistic inference in a graphical model with constrained transitions. Recently, it has become common to locally parametrize these models using rich features extracted by recurrent neural networks (such as LSTM), while enforcing consistent outputs through a simple linear-chain model, representing Markovian dependencies between successive labels. However, the simple graphical model structure belies the often complex non-local constraints between output labels. For example, many fields, such as a first name, can only occur a fixed number of times, or in the presence of other fields. While RNNs have provided increasingly powerful context-aware local features for sequence tagging, they have yet to be integrated with a global graphical model of similar expressivity in the output distribution. Our model goes beyond the linear chain CRF to incorporate multiple hidden states per output label, but parametrizes their transitions parsimoniously with low-rank log-potential scoring matrices, effectively learning an embedding space for hidden states. This augmented latent space of inference variables complements the rich feature representation of the RNN, and allows exact global inference obeying complex, learned non-local output constraints. We experiment with several datasets and show that the model outperforms baseline CRF+RNN models when global output constraints are necessary at inference-time, and explore the interpretable latent structure." @default.
• W2894088664 created "2018-10-05" @default.
• W2894088664 creator A5008354502 @default.
• W2894088664 creator A5016501970 @default.
• W2894088664 creator A5041743374 @default.
• W2894088664 creator A5054587391 @default.
• W2894088664 creator A5078996717 @default.
• W2894088664 date "2018-09-28" @default.
• W2894088664 modified "2023-09-27" @default.
• W2894088664 title "Embedded-State Latent Conditional Random Fields for Sequence Labeling." @default.
• W2894088664 cites W1481355931 @default.
• W2894088664 cites W1903393809 @default.
• W2894088664 cites W2086161653 @default.
• W2894088664 cites W2109651326 @default.
• W2894088664 cites W2117497855 @default.
• W2894088664 cites W2132678463 @default.
• W2894088664 cites W2133510715 @default.
• W2894088664 cites W2147196093 @default.
• W2894088664 cites W2158823144 @default.
• W2894088664 cites W2160815625 @default.
• W2894088664 cites W2161236525 @default.
• W2894088664 cites W2172099713 @default.
• W2894088664 cites W2250539671 @default.
• W2894088664 cites W2251830157 @default.
• W2894088664 cites W2296283641 @default.
• W2894088664 cites W2412782625 @default.
• W2894088664 cites W2625885504 @default.
• W2894088664 cites W2899771611 @default.
• W2894088664 cites W2952230511 @default.
• W2894088664 cites W2964076774 @default.
• W2894088664 cites W2964121744 @default.
• W2894088664 cites W2964205912 @default.
• W2894088664 cites W2964308564 @default.
• W2894088664 hasPublicationYear "2018" @default.
• W2894088664 type Work @default.
• W2894088664 sameAs 2894088664 @default.
• W2894088664 citedByCount "1" @default.
• W2894088664 countsByYear W28940886642020 @default.
• W2894088664 crossrefType "posted-content" @default.
• W2894088664 hasAuthorship W2894088664A5008354502 @default.
• W2894088664 hasAuthorship W2894088664A5016501970 @default.
• W2894088664 hasAuthorship W2894088664A5041743374 @default.
• W2894088664 hasAuthorship W2894088664A5054587391 @default.
• W2894088664 hasAuthorship W2894088664A5078996717 @default.
• W2894088664 hasConcept C111472728 @default.
• W2894088664 hasConcept C114614502 @default.
• W2894088664 hasConcept C119857082 @default.
• W2894088664 hasConcept C138885662 @default.
• W2894088664 hasConcept C147168706 @default.
• W2894088664 hasConcept C151730666 @default.
• W2894088664 hasConcept C152565575 @default.
• W2894088664 hasConcept C154945302 @default.
• W2894088664 hasConcept C155846161 @default.
• W2894088664 hasConcept C162324750 @default.
• W2894088664 hasConcept C164226766 @default.
• W2894088664 hasConcept C17744445 @default.
• W2894088664 hasConcept C187736073 @default.
• W2894088664 hasConcept C199539241 @default.
• W2894088664 hasConcept C22367795 @default.
• W2894088664 hasConcept C23224414 @default.
• W2894088664 hasConcept C2776214188 @default.
• W2894088664 hasConcept C2776359362 @default.
• W2894088664 hasConcept C2776401178 @default.
• W2894088664 hasConcept C2777472644 @default.
• W2894088664 hasConcept C2778112365 @default.
• W2894088664 hasConcept C2779343474 @default.
• W2894088664 hasConcept C2780451532 @default.
• W2894088664 hasConcept C2780586882 @default.
• W2894088664 hasConcept C33923547 @default.
• W2894088664 hasConcept C35639132 @default.
• W2894088664 hasConcept C41008148 @default.
• W2894088664 hasConcept C41895202 @default.
• W2894088664 hasConcept C49937458 @default.
• W2894088664 hasConcept C50644808 @default.
• W2894088664 hasConcept C54355233 @default.
• W2894088664 hasConcept C80444323 @default.
• W2894088664 hasConcept C86803240 @default.
• W2894088664 hasConcept C94625758 @default.
• W2894088664 hasConcept C98763669 @default.
• W2894088664 hasConceptScore W2894088664C111472728 @default.
• W2894088664 hasConceptScore W2894088664C114614502 @default.
• W2894088664 hasConceptScore W2894088664C119857082 @default.
• W2894088664 hasConceptScore W2894088664C138885662 @default.
• W2894088664 hasConceptScore W2894088664C147168706 @default.
• W2894088664 hasConceptScore W2894088664C151730666 @default.
• W2894088664 hasConceptScore W2894088664C152565575 @default.
• W2894088664 hasConceptScore W2894088664C154945302 @default.
• W2894088664 hasConceptScore W2894088664C155846161 @default.
• W2894088664 hasConceptScore W2894088664C162324750 @default.
• W2894088664 hasConceptScore W2894088664C164226766 @default.
• W2894088664 hasConceptScore W2894088664C17744445 @default.
• W2894088664 hasConceptScore W2894088664C187736073 @default.
• W2894088664 hasConceptScore W2894088664C199539241 @default.
• W2894088664 hasConceptScore W2894088664C22367795 @default.
• W2894088664 hasConceptScore W2894088664C23224414 @default.
• W2894088664 hasConceptScore W2894088664C2776214188 @default.
• W2894088664 hasConceptScore W2894088664C2776359362 @default.
• W2894088664 hasConceptScore W2894088664C2776401178 @default.
• W2894088664 hasConceptScore W2894088664C2777472644 @default.
• W2894088664 hasConceptScore W2894088664C2778112365 @default.

• next