The article presents a proof of concept for using a self-attention architecture to automate the valence categorization of French teenagers' free descriptions of their family relationships. The study likely involves the application of artificial intelligence techniques to analyze psychological aspects of family dynamics as described by adolescents.

The Lakeside Gallery in Nottingham, in collaboration with digital artist Barret Hodgson and Lakeside Arts, has launched an interactive and family-friendly art installation called the enchanted forest. Open to the public from August 8 to September 3, the installation offers a magical woodland experience with sensory digital elements. The event is free, with options for SEN-friendly sessions, and is part of the summer programme that includes puppet shows, workshops, and story trails. The Djanogly Gallery, part of the University of Nottingham's public arts programme, attracts over 200,000 visitors annually.

The Hungry Pumpkin in Nottingham, known for its Italian coffee and great food, was tested for the best breakfast in the city based on TripAdvisor suggestions. The varied menu includes a Halloumi Special, which was enjoyed for its taste and generous toppings, despite a slightly high price. The cafe's location and friendly staff were also appreciated. The review suggests that The Hungry Pumpkin could be a contender for Nottingham's best breakfast.

Notts County fan Ste Grocock traveled from Arnold, Nottingham to Australia to support the Lionesses at the 2023 FIFA Women's World Cup. The opening games resulted in wins for the hosts, New Zealand and Australia, as well as England, with Nottingham's Mary Earps in goal. Ste, who is also working with the equality charity Just A Ball Game?, has attended games and had the opportunity to meet England's senior coach Sarina Wiegman and player Millie Bright, as well as hand over a large flag signed by supporters. Despite being jet-lagged, he is excited to follow England's progress and has tickets for all potential England games up to the final.

Notts Pride 2023 parade began on Lister Gate and featured a colorful display of rainbows and transgender Pride flags. The parade, one of the city's biggest celebrations, proceeded through Wheeler Gate, Old Market Square, and up to Pelham Street, ending on Broad Street. Thousands participated or showed support from the sidelines. The event continued into the evening with various events at venues like Metronome, Bink’s Yard, and The New Foresters.

The Arboretum Beer Festival in Nottingham is returning for its third year on Saturday, 26 August. The event will feature real ales and craft beers from local and beyond, live music, and entertainment. Nottingham World has partnered with DHP Family to offer a competition for winning tickets, beer tokens, and a commemorative beer cup. Entries for the competition close on 21 July, and the winners will be randomly selected.

BUK, a bookshop in Arnold, Nottingham, is closing down with its last day of trading on July 29th. Owner Tim Beeden, who left teaching to start the business in September 2022, cited personal reasons and financial challenges despite the shop's profitability. The shop was known for a diverse range of books, including titles on mental health, feminism, LGBT+, black authors, fiction, and independent writers. The local community expressed sadness over the loss of the 'little gem' on the high street, and fellow independent bookshop Five Leaves showed support for Beeden.

Download Festival, held at Donnington Park, experienced unprecedented traffic congestion due to its largest crowd ever for its 20th anniversary. Organizers Live Nation acknowledged the issue and have launched an investigation to prevent a recurrence before the 2024 event. They plan to review the traffic management plan and improve community engagement. Festival Manager John Probyn issued an apology and urged attendees to follow official travel advice. Leicester Police and East Midlands Airport also warned travelers about potential delays.

Residents of Lauriston Drive, next to the Highbury Vale tram stop, are calling for increased security and better emergency access following a stabbing incident. A 24-year-old man was arrested in connection with the event. Nottinghamshire Police are increasing patrols to reassure public transport users. Locals and passengers expressed shock and the need for more security personnel on trams to prevent future incidents.

Paris Lees, a Nottingham-based novelist, activist, and author, has announced a new eight-part series for BBC Three and iPlayer based on her memoir 'What It Feels Like For A Girl.' The series, set to begin filming in 2024, will be a coming-of-age drama reflecting Lees's life experiences, including her upbringing in Hucknall, her journey as a transgender individual, and her challenges including sex work and prison. The series will be produced by Hera Pictures, with Paris Lees adapting the book for television and Chris Sweeney directing. The announcement has been met with excitement from Lees and the production team, with positive sentiments expressed about the creative vision and the potential impact of the series.

Andy Murray has advanced to the Nottingham Open quarter-finals with a victory over Hugo Grenier, joining Heather Watson, Katie Boulter, Harriet Dart, and Jodie Burrage, marking the first time four British women have reached the quarter-finals of the same WTA Tour event. The women's quarter-finals are scheduled for later today, with the ATP event also featuring British players. The Nottingham Open quarter-finals will be broadcast live by the BBC and available on Amazon Prime Video.

A vigil was held in Old Market Square, Nottingham, to honor the victims of recent attacks, including Ian Coates, Grace Kumar, and Barnaby Webber. Family members and local officials, such as Councillor David Mellen and Vice Chancellor Shearer West, spoke to the crowd, emphasizing themes of love, tolerance, and community solidarity. A moment of silence was observed, and tributes were paid to the victims, with the city showing support and mourning through various gestures, including a half-mast flag and a book of condolences.

Thousands gathered in Old Market Square, Nottingham, to honor the victims of recent attacks. The vigil included emotional speeches from family members, including Emma Webber and Sanjoy Kumar, who emphasized love and tolerance. A moment's silence was held for the three victims, Ian Coates, Grace Kumar, and Barnaby Webber. Various community leaders, including Councillor David Mellen and Vice Chancellor Shearer West, spoke about unity and resilience. The city showed solidarity, with tributes paid to the victims, including Ian Coates, a caretaker at Huntingdon Academy. The event was marked by a lowered flag at the Council House and a book of condolences.

A study from Poland has found that cannabis extract may have an immunostimulating effect on honey bees, potentially helping them stay healthy and resist pesticides. Honeybee populations have been declining in the UK due to various factors, including climate change and pesticide use. The study, conducted by researchers at Maria Curie-Skłodowska University, divided bees into groups and administered hemp extract in different forms. Results indicated that hemp extract increased protein concentrations and potentially improved the bees' immune systems without adversely affecting their metabolism. A previous study by the same university suggested that hemp could also help bees survive pesticide poisoning. Further research is planned to explore the protective effects of hemp on wild bees, which could be significant for bee conservation efforts.