This book explores the cognitive plausibility of computational language models and why it’s an important factor in their development and evaluation. The authors present the idea that more can be learned about cognitive plausibility of computational language models by linking signals of cognitive processing load in humans to interpretability methods that allow for exploration of the hidden mechanisms of neural models. The book identifies limitations when applying the existing methodology for representational analyses to contextualized settings and critiques the current emphasis on form over more grounded approaches to modeling language. The authors discuss how novel techniques for transfer and curriculum learning could lead to cognitively more plausible generalization capabilities in models. The book also highlights the importance of instance-level evaluation and includes thorough discussion of the ethical considerations that may arise throughout the various stages of cognitive plausibility research.
Theatrical agent Aurora Fields kept her personal life strictly separate from her professional one, but lines were crossed the moment she met David Brady. He had asked her client to participate in his documentary on paranormal phenomena. Aurora agreed, but she stayed on hand to protect the woman from exploitation as fiercely as a mother tigress. Somehow David saw that Aurora's tough self–image was a little soft around the edges, and he was determined to discover what she was trying to hide. He'd always considered himself a good judge of people, so why did each moment he spent with Aurora leave her as enigmatic –– and enticing –– as before?
From “America’s favorite novelist” (The New Yorker), a young woman inherits a fortune—and an even greater gift of love just in time for the holidays—in #1 New York Times bestselling author Nora Roberts’s A Will and a Way. When her beloved Uncle Jolley died, Pandora McVie couldn’t imagine her life without him—only to discover that he planned for her future by leaving her $150 million. But to collect her inheritance, Pandora must spend six months in her uncle’s isolated Catskills mansion with her co-beneficiary, Michael Donohue. If being set up on a half-year date that lasts through Christmas by a last will and testament isn’t humiliating enough, Pandora finds living with Michael intolerable—even as she falls in love with him...
What was she doing here? Hyattown had changed very little in the years Vanessa Sexton had been away. In some ways her high school sweetheart, Brady Tucker, hadn't changed much either—he was still lean, athletic, rugged…But the once reckless boy had become a solid, dependable man. He'd stood her up on the most important night of her life; could she ever trust him again? So Vanessa had finally come home, Brady thought. She could still turn him inside out with one of her sultry looks. He couldn't believe she hadn't forgiven him for that night twelve years ago—but he'd had his reasons for not showing up. He'd let her leave town then—but he wasn't going to let her get away this time…
From beloved author Nora Roberts comes the #1 New York Times bestseller about shattering loss and shocking discovery—set in a small town nestled in the Blue Ridge Mountains… When five-thousand-year-old human bones are found at a construction site in the small town of Woodsboro, the news draws archaeologist Callie Dunbrook out of her sabbatical and into a whirlwind of adventure, danger, and romance. While overseeing the dig, she must try to make sense of a cloud of death and misfortune that hangs over the project—fueling rumors that the site is cursed. She must cope with the presence of her irritating—but irresistible—ex-husband, Jake. And when a stranger claims to know a secret about her privileged Boston childhood, she must question her own past as well...
A young woman gets caught up in the secrets and shadows of a big-screen legend and a small-town scandal in this #1 New York Times bestseller from Nora Roberts. Cilla McGowan, a former child star, has found a more satisfying life restoring homes. So she comes to Virginia’s Shenandoah Valley to save the dilapidated farmhouse of her grandmother—a legendary actress who died of an overdose there more than thirty years ago. Plunging into the project with gusto, Cilla’s almost too busy and exhausted to notice her neighbor, graphic novelist Ford Sawyer. Determined not to carry on the family tradition of ill-fated romances, Cilla steels herself against Ford’s quirky charm, though she can’t help indulging in a little fantasy. But it’s reality that holds its share of dangers for Cilla. A cache of unsigned letters found in the attic points to a mysterious romance in her grandmother’s life, and may be what sparks a frightening, violent assault. Now, if Cilla and Ford are unable to sort out who is targeting her and why, she may, just like her world-famous grandmother, be cut down in the prime of her life.
The Stanislaskis: an unforgettable family saga by #1 New York Times bestselling author Nora Roberts When Alex Stanislaski mistakenly arrested daringly bold soap-opera writer Bess McKnee for soliciting, she decided the sexy detective was absolutely perfect—for her research and for herself. Now all she had to do was convince him she was right....
#1 New York Times bestselling author Nora Roberts masterfully evokes the quaint charm of New England in this collection that includes all three novels in the Three Sisters Island Trilogy—stories of friendships made and hearts lost, of legends, lovers, and longing... DANCE UPON THE AIR Careful to conceal her true identity, Nell Channing takes a job as a cook at the local bookstore café—and begins to explore her feelings for the island sheriff, Zack Todd. But there is a part of herself she can never reveal to him. One careless word, one misplaced confidence, and the new life she’s so carefully created could shatter completely. HEAVEN AND EARTH Right from the start, researcher MacAllister Booke knows there’s something extraordinary about sheriff’s deputy Ripley Todd. Fascinated by her struggle with her amazing abilities, he becomes determined to help her accept who she is—and find the courage to open her heart. FACE THE FIRE Mia Devlin knows what it’s like to love with your whole heart—and then watch your love walk away. Angry, hurt and deeply confused, Mia refuses to admit that a passion for Sam Logan still burns up her heart. But she’ll need his help—and his powers—to face her greatest, most terrifying challenge.
“America's favorite writer” (The New Yorker) begins a trilogy inspired by the inn she owns and the town she loves. The historic hotel in BoonsBoro, Maryland, has endured war and peace, changing hands, even rumored hauntings. Now it's getting a major facelift from the Montgomery brothers and their eccentric mother. As the architect of the family, Beckett has little time for a social life. But there’s another project he’s got his eye on: the girl he’s been waiting to kiss since he was sixteen. After losing her husband and returning to her hometown, Clare Brewster soon settles into her life as the mother of three young sons while running the town’s bookstore. Though busy, Clare is drawn across the street by Beckett’s transformation of the old inn, wanting to take a closer look…at both the building and the man behind it... Don't miss the other books in the Inn BoonsBoro Trilogy The Last Boyfriend The Perfect Hope
A novel of daring deception and desire from a beloved #1 "New York Times"-bestselling author, about a lovelorn professor trying to save her reputation as well as her life. Reissue.
A couple forced to work together trade their business barbs to engage in more pleasurable activities in #1 New York Times bestselling author Nora Roberts’ From This Day. To hotel manager B. J. Clark, the Lakeside Inn is more than just a historic New England landmark, it’s a place both staff and guests call home. So when wealthy hotelier Taylor Reynolds decides to add it to his global hospitality empire with plans to modernize its charm and character, B. J. prepares herself to resist this hostile takeover. But she didn’t prepare for their heated discussions to take place behind closed doors where more passionate desires would arise.
Witnessing an apparent murder-suicide during a job, professional house-sitter Lila Emerson is recruited by the alleged perpetrator's brother, talented artist Ashton Archer, to help uncover what really happened.
Against the backdrop of a house steeped in history and a thriving new gardening business, three women unearth the memories of the past in the first novel in #1 New York Times bestselling author Nora Roberts' In the Garden Trilogy. A Harper has always lived at Harper House, the centuries-old mansion just outside of Memphis. And for as long as anyone alive remembers, the ghostly Harper Bride has walked the halls, singing lullabies at night… Trying to escape the ghosts of the past, young widow Stella Rothchild, along with her two energetic little boys, has moved back to her roots in southern Tennessee. She isn’t intimidated by Harper House—nor by its mistress. Despite a reputation for being difficult, Roz Harper has been nothing but kind to Stella, offering her a comfortable place to live and a challenging new job as manager of the flourishing In the Garden nursery. As Stella settles comfortably into her new life, she finds a nurturing friendship with Roz and expectant mother Hayley and a fierce attraction to ruggedly handsome landscaper Logan Kitridge. He’s difficult but honest, brash but considerate—and undeniably sexy. And for a sensible woman like Stella, he may be just what she needs… Don’t miss the other books in the In the Garden Trilogy Black Rose Red Lily
From #1 New York Times bestselling author Nora Roberts comes a seductive and suspenseful novel of dangerous liaisons and family betrayals… Photographer Jo Ellen Hathaway thought she'd escaped the house called Sanctuary long ago. She'd spent her loneliest years there, after the sudden, unexplained disappearance of her mother. Yet the sprawling inn on an island off the Georgia coast continues to haunt her dreams. And now, even more haunting are the pictures someone is sending her: strange close-ups and candids, culminating in the most shocking portrait of all—a photo of her mother—naked, beautiful, and dead. Now Jo must return to the island, and to her bitterly estranged family. With the help of Nathan Delaney—who was on the island the summer her mother disappeared—Jo hopes to learn the truth about the tragic past. But Sanctuary may be the most dangerous place of all.
New York Times"-bestselling author Nora Roberts offers this two-in-one volume of holiday tales sure to warm the heart. Includes the classic story "First Impressions" accompanied by "Blithe Images." Reissue.
Shannon Bodine, a tough, ambitious New York designer, thought she'd had the perfect childhood, but when she discovers that she was born of her mother's fleeting love affair in Ireland, her past is suddenly shattered.
The Stanislaski dynasty lives on as the next generation looks for love Waiting for Nick Frederica Kimball has had a crush on Nicholas LeBeck since they were kids. Once a reckless teenager, Nick has cleaned up his act and is now one of the most sought-after composers on Broadway. So when Freddie is offered the opportunity to work on a musical with Nick, she wastes no time. She moves to New York City to be closer to Nick...and to be independent for once. Freddie is tired of being looked at like a helpless child and determined to prove she's not a little girl anymore. If only Nick would see things that way, too... Considering Kate Kate Stanislaski Kimball is ready for change. After years in the spotlight, Kate retires from her job as a prima ballerina and decides to open a dance studio in her small hometown. She finally owns the historic building she admired as a kid but needs help fixing it up--which comes in the form of handsome contractor Brody O'Connell. Kate is attracted to Brody the first time she sees him, though Brody insists he's not interested. But no matter how professional Brody tries to keep their relationship, there's no denying the connection he feels with Kate.
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