Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Unified Multi-task Learning Framework for Multi-goal Conversational
  Recommender Systems   Recent years witnessed several advances in developing multi-goal
conversational recommender systems (MG-CRS) that can proactively attract users'
interests and naturally lead user-engaged dialogues with multiple
conversational goals and diverse topics. Four tasks are often involved in
MG-CRS, including Goal Planning, Topic Prediction, Item Recommendation, and
Response Generation. Most existing studies address only some of these tasks. To
handle the whole problem of MG-CRS, modularized frameworks are adopted where
each task is tackled independently without considering their interdependencies.
In this work, we propose a novel Unified MultI-goal conversational recommeNDer
system, namely UniMIND. In specific, we unify these four tasks with different
formulations into the same sequence-to-sequence (Seq2Seq) paradigm.
Prompt-based learning strategies are investigated to endow the unified model
with the capability of multi-task learning. Finally, the overall learning and
inference procedure consists of three stages, including multi-task learning,
prompt-based tuning, and inference. Experimental results on two MG-CRS
benchmarks (DuRecDial and TG-ReDial) show that UniMIND achieves
state-of-the-art performance on all tasks with a unified model. Extensive
analyses and discussions are provided for shedding some new perspectives for
MG-CRS.

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The categories of this paper are: supr-con
5
The categories of this paper are: gr-qc
33
The categories of this paper are: plasm-ph
14
The categories of this paper are: math-ph
22
The categories of this paper are: chao-dyn
20
The categories of this paper are: acc-phys
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The categories of this paper are: dg-ga
35
The categories of this paper are: mtrl-th
11
The categories of this paper are: hep-lat
29
The categories of this paper are: funct-an
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The categories of this paper are: adap-org
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The categories of this paper are: solv-int
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The categories of this paper are: quant-ph
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The categories of this paper are: cond-mat
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The categories of this paper are: comp-gas
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The categories of this paper are: nucl-th