You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. Bryan Adams slated for woke new song Lake Ontario which sees him brand Trump'a baby tossing toys from the pram' while blasting president over Epstein files Bombshell new investigation opened into Democrat Mary Peltola after Trump declared'fraud' in Alaska as'Decoy Dan' scandal upends crucial race There's already'tension' between Tom Brady and his new flame Candice Swanepoel, as friends make brutal'hookup' admission... and girl-on-girl Victoria's Secret feud erupts I know first-hand why MGK is giving Dakota Johnson the'best sex of her life'. I suffered with painful eczema for years. None of the steroid creams or doctor's solutions worked, I couldn't leave the house and I even ended up in hospital. Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Train crash disaster that claimed 69 lives sparks violent demonstrations and clashes with riot cops in Madrid as audio of controller's'catastrophic error' emerges CLARE FOGES: Now, I believe, we have come closer to the truth about what really led to Megxit and Meghan and Harry's bolt from Britain: Thomas Markle Nicole Kidman is unrecognizable on her new Vogue cover.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. The'real' Dan Sullivan erupts at'secret scheme to trick' voters in his Alaska Senate race as Trump blasts alleged Democrat gambit as'voter fraud at the highest level' There's already'tension' between Tom Brady and his new flame Candice Swanepoel, as friends make brutal'hookup' admission... and girl-on-girl Victoria's Secret feud erupts I know first-hand why MGK is giving Dakota Johnson the'best sex of her life'. Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Train crash disaster that claimed 69 lives sparks violent demonstrations and clashes with riot cops in Madrid as audio of controller's'catastrophic error' emerges Nicole Kidman is unrecognizable on her new Vogue cover. As a former fashion editor, I know the grotesque truth... and what the industry won't ever tell you: LIZ JONES Everyone says Trump and MAGA are doomed. But Obama's appalling new low and his cabal of Democrat idiots have just tipped this election on its head: MAUREEN CALLAHAN Donald Trump says Norway is a's***hole'.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. The'real' Dan Sullivan erupts at'secret scheme to trick' voters in his Alaska Senate race as Trump blasts alleged Democrat gambit as'voter fraud at the highest level' Terrified neighbors of the iconic Hollywood Sign say they are living in fear... and they blame bungling Karen Bass and her ultra-woke rival There's already'tension' between Tom Brady and his new flame Candice Swanepoel, as friends make brutal'hookup' admission... and girl-on-girl Victoria's Secret feud erupts I know first-hand why MGK is giving Dakota Johnson the'best sex of her life'. Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Nicole Kidman is unrecognizable on her new Vogue cover. As a former fashion editor, I know the grotesque truth... and what the industry won't ever tell you: LIZ JONES Everyone says Trump and MAGA are doomed. But Obama's appalling new low and his cabal of Democrat idiots have just tipped this election on its head: MAUREEN CALLAHAN Donald Trump says Norway is a's***hole'.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. The'real' Dan Sullivan erupts at'secret scheme to trick' voters in his Alaska Senate race as Trump blasts alleged Democrat gambit as'voter fraud at the highest level' There's already'tension' between Tom Brady and his new flame Candice Swanepoel, as friends make brutal'hookup' admission... and girl-on-girl Victoria's Secret feud erupts I know first-hand why MGK is giving Dakota Johnson the'best sex of her life'. Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Train crash disaster that claimed 69 lives sparks violent demonstrations and clashes with riot cops in Madrid as audio of controller's'catastrophic error' emerges Nicole Kidman is unrecognizable on her new Vogue cover. As a former fashion editor, I know the grotesque truth... and what the industry won't ever tell you: LIZ JONES Everyone says Trump and MAGA are doomed. But Obama's appalling new low and his cabal of Democrat idiots have just tipped this election on its head: MAUREEN CALLAHAN Donald Trump says Norway is a's***hole'.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. The'real' Dan Sullivan erupts at'secret scheme to trick' voters in his Alaska Senate race as Trump blasts alleged Democrat gambit as'voter fraud at the highest level' Terrified neighbors of the iconic Hollywood Sign say they are living in fear... and they blame bungling Karen Bass and her ultra-woke rival There's already'tension' between Tom Brady and his new flame Candice Swanepoel, as friends make brutal'hookup' admission... and girl-on-girl Victoria's Secret feud erupts I know first-hand why MGK is giving Dakota Johnson the'best sex of her life'. Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Nicole Kidman is unrecognizable on her new Vogue cover. As a former fashion editor, I know the grotesque truth... and what the industry won't ever tell you: LIZ JONES Everyone says Trump and MAGA are doomed. But Obama's appalling new low and his cabal of Democrat idiots have just tipped this election on its head: MAUREEN CALLAHAN Donald Trump says Norway is a's***hole'.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. Trump demands Mary Peltola be thrown off Alaska ballot and accuses Democrats of perjury over'fake Dan Sullivan' plot Donald Trump says Norway is a's***hole'. Everyone says Trump and MAGA are doomed. But Obama's appalling new low and his cabal of Democrat idiots have just tipped this election on its head: MAUREEN CALLAHAN Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Revealed: Grief-sick parents whose glam college friend came to stay, slaughtered one of their newborn twins... then confessed to police her secret lifelong urges to'cause pain' Jennifer Aniston and Courteney Cox's'shocking' snub to Netflix leaves TV bosses scrambling Kamala Harris' phone calls that have'repulsed' top Democrats: Party leaders and donors in'panic mode' as her secret 2028 comeback plot is laid bare Lindsay Clancy will tell court that doctors ignored her suicidal pleas before triple child murder, Patrick's lawyer says Trump's midterm panic deepens as the Federal Reserve refuses to cut interest rates... White House civil war hits fever pitch as Trump probe into Alina Habba's feud with Ric Grenell and her billionaire husband's missing millions takes dark twist The truth about Trump's sudden fixation with other men's bodies, revealed by JAMES ROSEN I walked in and saw my father with my childhood best friend... now I wish I could unhear the details of his post-divorce rebound: DEAR JANE NFL owners pour in over $15M to help Republicans win midterms... but woke billionaire backs AOC campaign How you CAN eat to beat cancer. As deaths spike in young people, our conclusive expert guide: Superfoods that reverse risk... how often you can really have meat... a daily drink hack... and household favorites that are actually toxic America's young cancer explosion laid bare: Major Daily Mail investigation reveals zip codes where under-50s are worst hit... why 4 specific cancers are rising fast... and what the world's top scientists believe is actually causing the crisis Cornell 7 accused was punished with essay asking him for ideas on how to prevent drug abuse, as another man accused by Jane Doe hires Diddy's A-list lawyer Sobbing missionary admits he raped girl, 15, in Tesla because he was going through a breakup... as judge who let him get married while on bail allows him to walk free Taylor Swift's wedding dress recreated: See the stunning off-the-shoulder design, cinched waist and massive veil READ MORE: Interactive map reveals your nearest nuclear shelter and states that are MOST exposed... amid fears of US attack A donation meant to help your candidate win the upcoming midterm elections could instead put your hard-earned money straight into a criminal's pocket.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. Taylor Swift's wedding dress recreated: See the stunning off-the-shoulder design, cinched waist and massive veil Vivek Ramaswamy's explosive attack ad against Democratic rival Amy Acton in Ohio governor race backfires after horrifying claims from her long-lost stepsister that father also raped another daughter Kamala Harris' phone calls that have'repulsed' top Democrats: Party leaders and donors in'panic mode' as her secret 2028 comeback plot is laid bare PhD student Nicole Virzi admits murdering friend's newborn baby and hurting his twin Jennifer Aniston and Courteney Cox's'shocking' snub to Netflix leaves TV bosses scrambling The truth about Trump's sudden fixation with other men's bodies, revealed by JAMES ROSEN Man searched for missing cousin for months... then the FBI unearthed a trove of horrifying videos in a suspected serial killer's home US launches nuclear readiness drills with'doomsday planes' and bombers airborne nationwide Brigitte Macron's defamation lawsuit against Candace Owens over ludicrous transgender claim suffers first legal defeat Revealed: Grief-sick parents whose glam college friend came to stay, slaughtered one of their newborn twins... then confessed to police her secret lifelong urges to'cause pain' I walked in and saw my father with my childhood best friend... now I wish I could unhear the details of his post-divorce rebound: DEAR JANE Behind my glamorous life of cocktail parties was a life-wrecking alcohol addiction and I spent most of my time drunk or unconscious. Here's how I hid it for a decade... and warning signs to watch out for in your loved ones Jaw-dropping new photos reveal most detailed look yet at Taylor Swift's wedding: See inside the reception... and how they hid elaborate planning for months Where did Earth's water come from? Luxury'cruise for life' operator'begged customers for money' before leaving them stranded in Cambodia How Taylor Swift's entire wedding decor was incinerated: Insider reveals how every last piece of her MSG set was sent to secret location... with an order not to leave'any trace' Unimpressed iPhone Duo buyers are returning Apple's £2,000 foldable device just days after buying it - as'crackgate' sends fans into a frenzy Alexander brothers assaulted in prison: As rapist siblings are each jailed for 30 years, LUKE KENTON's devastating front-row account of day that sealed their fate - and moment the courtroom laughed in their faces Realbotix's latest humanoid robot features silicone skin and eerily lifelike movements - but it costs $60,000 Realbotix has unveiled a new line of humanoid robots - and they're eerily lifelike. The Echo bots feature ultra-realistic silicone skin and 39 degrees of freedom, meaning they can move around just like real people.

Conversational agents are designed to understand dialogs and generate meaningful responses to communicate with humans. After the popularity of ChatGPT, with its surprising performance and powerful conversational ability, commercial Large Language Models (LLMs) for general NLP tasks such as GPT-4 [1], etc., sprung up and brought the generative AI as a solution to the public view. These LLMs work quite well in content generation tasks, but their deficiency in fact-and-knowledge-oriented tasks is wellestablished by now [13]. These models themselves cannot tell whether the text they generate is based on facts or made-up stories, and they cannot always follow the given data and rules strictly and sometimes even modify the data at will, also called hallucination. The reasoning that these LLMs appear to perform is also at a very shallow level.

One late-January day, the director Lila Neugebauer was at a gun range--or an antiseptic, fluorescent-white version of one--tucked inside the Specialists, Ltd., a theatrical-props behemoth in Ridgewood, Queens. Neugebauer, accompanied by two members of her team, had come to discuss a gun for her upcoming production of Anton Chekhov's "Uncle Vanya," at Lincoln Center Theatre. The production is a starry one, with Steve Carell in the title role, alongside Alfred Molina, Alison Pill, Anika Noni Rose, and William Jackson Harper. With a new translation by the playwright Heidi Schreck--who was nominated for a Tony for her women's-rights jeremiad "What the Constitution Means to Me"--this is the first Broadway staging of Chekhov's masterpiece in more than twenty years. Neugebauer is small and quick, with flyaway black hair, straight black brows crossing a narrow face, and intent gray-green-golden eyes, like a fox's.

While large language models (LLMs) have achieved impressive performance across diverse tasks, recent studies showcase that causal LLMs suffer from the "reversal curse". It is a typical example that the model knows "A's father is B", but is unable to reason "B's child is A". This limitation poses a challenge to the advancement of artificial general intelligence (AGI), as it suggests a gap in the models' ability to comprehend and apply bidirectional reasoning. In this paper, we first conduct substantial evaluation and identify that the root cause of the reversal curse lies in the different word order between the training and inference stage, namely, the poor ability of causal language models to predict antecedent words within the training data. Accordingly, permutation on the training data is considered as a potential solution, since this can make the model predict antecedent words or tokens. However, previous permutation methods may disrupt complete phrases or entities, thereby posing challenges for the model to comprehend and learn from training data. To address this issue, we propose Semantic-aware Permutation Training (SPT), which addresses this issue by segmenting the training sentences into semantic units (i.e., entities or phrases) with an assistant language model and permuting these units before feeding into the model. Extensive experiments demonstrate that SPT effectively mitigates the reversal curse since the performance on reversed questions approximates that on the forward ones, and significantly advances the performance of existing works.