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Unlocking Proactivity in Task-Oriented Dialogue

arXiv:2605.22240v2 Announce Type: replace Abstract: Proactive task-oriented dialogue (TOD), such as outbound sales, demands a persuasive agent that actively probes the user's concerns and steers the conversation toward acceptance within a bounded number of turns. Yet post-trained LLMs are inherently conservative, and reward-shaping RL (e.g., GRPO) struggles since it only re-weights what an already passive policy samples. We show that conditioning on the user's latent concerns unlocks...

arXiv CS 6d ago

Missed DDA's booking deadline? Buyers for Karkardooma property get another extension

Missed the deadline to book a flat in Delhi's tallest residential tower? The Delhi Development Authority (DDA) has offered homebuyers another chance, extending the booking period for flats under its 'DDA Towering Heights' scheme in East Delhi's Karkardooma till June 30. According to an official order issued on Thursday, bookings under the scheme will now remain open until June 30.

Times of India 4d ago

Florida woman mauled to death by dogs that had allegedly terrorized neighborhood, owner charged in killing

A Florida woman was mauled to death by two dogs that neighbors say had terrorized the community — and now the animals' owner is in jail. The dogs are being held by the county’s animal services unit and will be euthanized, authorities said. And now, neighbors along Blue Bonnet Drive don’t have to worry anymore about the duo that used to "terrorize" them, resident Dominica Midkiff told Fox News Digital.

Fox News 3d ago

Obama Writes His Own Story

On a recent morning at Chicago’s new Obama Presidential Center, the institution’s leadership discussed presidential papers the way a decluttering convert might talk about some old sweaters they tossed because they did not spark joy. The campus contains many features sure to delight the misty-eyed visitors who will flock here once it opens, on June 19: a museum that can come across like a pep talk from a more hopeful time; a light-filled basketball court; a whimsical playground; a public...

The Atlantic 1d ago