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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,341 papers · 148 categories

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3 results for “DSTC-2”

Dialog state tracking, a machine reading approach using Memory Networkcs.CL

A new method for dialog state tracking using memory networks.

problem Accurately estimate the current dialog status from noisy observations.

method End-to-End Memory Network (MemN2N) for hidden state variable inference.

result The proposed tracker gives encouraging results on DSTC-2 dataset.

dialog state tracking machine reading memory network end-to-end hidden state

2016-06-13abs ↗pdf ↗

Spectral decomposition method of dialog state tracking via collective matrix factorizationcs.CL

This paper introduces a new method for dialog state tracking.

problem Accurately estimating dialog state from noisy observations.

method Bilinear algebraic decomposition model with collective matrix factorization.

result The proposed tracker performs well compared to state-of-the-art trackers.

dialog state tracking collective matrix factorization bilinear decomposition DSTC-2 end-to-end dialog system

2016-06-16abs ↗pdf ↗

Gated End-to-End Memory Networkscs.CL

Novel memory access mechanism improves complex reasoning tasks.

problem Challenges in multi-fact question-answering and positional reasoning.

method Gated End-to-End Memory Network architecture with a novel access regulation mechanism.

result Significant improvements on challenging tasks in the 20 bAbI dataset and DSTC-2.

memory networks end-to-end learning complex reasoning dialog state tracking machine reading

2016-10-13abs ↗pdf ↗