{
  "provider": "openai-compatible",
  "model": "llama-3.1-8b-instant",
  "total_items": 10,
  "overall_accuracy": 40.0,
  "accuracy_by_type": {
    "multi_hop": 16.666666666666664,
    "temporal_reasoning": 100.0,
    "single_hop": 66.66666666666666
  },
  "latency_store_ms_avg": 129686.29519001115,
  "latency_recall_ms_avg": 630.0575899891555,
  "results": [
    {
      "question_id": "conv-26_q0",
      "question_type": "multi_hop",
      "correct": false,
      "predicted_idx": 9,
      "correct_idx": 5,
      "latency_store_ms": 140559.5094000455,
      "latency_recall_ms": 1225.4222000483423,
      "question_text": "When did Caroline go to the LGBTQ support group?",
      "retrieved_context": "[Memory 1]: [Conversation on August 25, 2023 at 01:33 PM] Session 14:\n[MELANIE]: Wow, Caroline, that's awesome! Can't wait to see your show - the LGBTQ community needs more platforms like this!\n[CAROLINE]: Yeah Mel, stoked! Gonna be a great night featuring LGBTQ artists and their awesome talents. We want it to spread understanding and acceptance - let's make it happen!\n\n[Memory 2]: [Conversation on August 14, 2023 at 02:24 PM] Session 11:\n[CAROLINE]: That pic is cool! Representing inclusivity and diversity in my art is important to me. I also use it to speak up for the LGBTQ+ community and push for acceptance. Here's a recent painting!\n[MELANIE]: Wow, that rocks! What's the main idea of your art?\n[CAROLINE]: My art is about expressing my trans experience. It's my way of showing my story and helping people understand the trans community.\n[MELANIE]: Your art's amazing, Caroline. I love how you use it to tell your stories and teach people about trans folks. I'd love to see another painting of yours!\n[CAROLINE]: Thanks, Melanie. Here's one- 'Embracing Identity' is all about finding comfort and love in being yourself. The woman in the painting stands for the journey of acceptance. My aim was to show warmth, love and self-acceptance.\n\n[Memory 3]: [Conversation on August 14, 2023 at 02:24 PM] Session 11:\n[CAROLINE]: Wow, Mel, glad you had a blast at the concert. A lot's happened since we talked. I went to a pride parade last Friday and it was awesome - so much energy and love everywhere. Really made me proud and reminded me how important it is to keep standing up for equality.\n[MELANIE]: Wow, that's awesome! How did it feel being part of that community?\n[CAROLINE]: It was so inspiring, Mel! Check out the crowd. People of all kinds celebrating love and acceptance - it really pushed me to keep fighting for LGBTQ rights.\n[MELANIE]: Wow, Caroline! That sounds awesome. This pic's from last night - looks like everyone was having a blast! Reminds me it's important to cultivate a loving and accepting environment for our kids. How do you stay inclusive in your work as an artist?\n\n[Memory 4]: [Conversation on October 20, 2023 at 06:55 PM] Session 18:\n[MELANIE]: Absolutely! It really helps me reset and recharge. I love camping trips with my fam, 'cause nature brings such peace and serenity.\n[CAROLINE]: Wow, that's awesome! What do you love most about camping with your fam?\n[MELANIE]: It's a chance to be present and together. We bond over stories, campfires and nature. It's so peaceful waking up to the sound of birds and the smell of fresh air - it always refreshes my soul.\n[CAROLINE]: That's so peaceful and calming, Melanie! I can picture waking up to nature. It's great that you get to spend quality, tranquil time with your family.\n[MELANIE]: Thanks, Caroline! This is a great time. Nature and quality time, can't beat it!\n[CAROLINE]: Yeah totally! They're priceless. Lucky you!\n\n[Memory 5]: [Conversation on July 15, 2023 at 01:51 PM] Session 8:\n[MELANIE]: Wow, Caroline, way to go! Your future fam will get a kick out of having you. What do you think of these?\n[CAROLINE]: Thanks Melanie - love the blue vase in the pic! Blue's my fave, it makes me feel relaxed. Sunflowers mean warmth and happiness, right? While roses stand for love and beauty? That's neat. What do flowers mean to you?\n[MELANIE]: Flowers bring joy. They represent growth, beauty and reminding us to appreciate the small moments. They were an important part of my wedding decor and always remind me of that day.\n[CAROLINE]: It must have been special at your wedding. I wish I had known you back then!\n[MELANIE]: It was amazing, Caroline. The day was full of love and joy. Everyone we love was there to celebrate us - it was really special.",
      "correct_answer": "7 May 2023",
      "predicted_answer": "7 April 2023",
      "all_choices": [
        "20 May 2023",
        "10 May 2023",
        "6 May 2023",
        "8 May 2023",
        "9 May 2023",
        "7 May 2023",
        "12 June 2023",
        "15 May 2023",
        "14 May 2023",
        "7 April 2023"
      ]
    },
    {
      "question_id": "conv-26_q1",
      "question_type": "multi_hop",
      "correct": false,
      "predicted_idx": 6,
      "correct_idx": 8,
      "latency_store_ms": 136601.4827999752,
      "latency_recall_ms": 590.6384999398142,
      "question_text": "When did Melanie paint a sunrise?",
      "retrieved_context": "[Memory 1]: [Conversation on May 08, 2023 at 01:56 PM] Session 1 Summary: Caroline and Melanie had a conversation on 8 May 2023 at 1:56 pm. Caroline mentioned that she attended an LGBTQ support group and was inspired by the transgender stories she heard. The support group made her feel accepted and gave her the courage to embrace herself. Caroline plans to continue her education and explore career options, particularly in counseling or working in mental health. Melanie praised Caroline's empathy and mentioned that she painted a lake sunrise last year as a way of expressing herself. Caroline complimented Melanie's painting and agreed that painting is a great outlet for relaxation and self-expression. They both emphasized the importance of taking care of oneself. Caroline was going to do some research, while Melanie planned to go swimming with her kids.\n\n[Memory 2]: [Conversation on May 08, 2023 at 01:56 PM] Session 1:\n[MELANIE]: Wow, Caroline! What kinda jobs are you thinkin' of? Anything that stands out?\n[CAROLINE]: I'm keen on counseling or working in mental health - I'd love to support those with similar issues.\n[MELANIE]: You'd be a great counselor! Your empathy and understanding will really help the people you work with. By the way, take a look at this.\n[CAROLINE]: Thanks, Melanie! That's really sweet. Is this your own painting?\n[MELANIE]: Yeah, I painted that lake sunrise last year! It's special to me.\n[CAROLINE]: Wow, Melanie! The colors really blend nicely. Painting looks like a great outlet for expressing yourself.\n[MELANIE]: Thanks, Caroline! Painting's a fun way to express my feelings and get creative. It's a great way to relax after a long day.\n\n[Memory 3]: [Conversation on July 06, 2023 at 08:18 PM] Session 6:\n[MELANIE]: They were stoked for the dinosaur exhibit! They love learning about animals and the bones were so cool. It reminds me why I love being a mom.\n[CAROLINE]: Being a mom is awesome. I'm creating a library for when I have kids. I'm really looking forward to reading to them and opening up their minds.\n[MELANIE]: Sounds great! What kind of books you got in your library?\n[CAROLINE]: I've got lots of kids' books- classics, stories from different cultures, educational books, all of that. What's a favorite book you remember from your childhood?\n[MELANIE]: I loved reading \"Charlotte's Web\" as a kid. It was so cool seeing how friendship and compassion can make a difference.\n\n[Memory 4]: [Conversation on July 15, 2023 at 01:51 PM] Session 8:\n[MELANIE]: I'm getting there, Caroline. Creativity and family keep me at peace.\n[CAROLINE]: That's awesome, Melanie! How have your family been supportive during your move?\n[MELANIE]: My fam's been awesome - they helped out and showed lots of love and support.\n[CAROLINE]: Wow, Mel, family love and support is the best!\n[MELANIE]: Yeah, Caroline, my family's been great - their love and support really helped me through tough times. It's awesome! We even went on another camping trip in the forest.\n[CAROLINE]: Awesome, Mel! Family support's huge. What else do you guys like doing together?\n[MELANIE]: We enjoy hiking in the mountains and exploring forests. It's a cool way to connect with nature and each other.\n[CAROLINE]: Wow, Mel, that sounds awesome! Exploring nature and family time is so special.\n\n[Memory 5]: [Conversation on August 28, 2023 at 03:19 PM] Session 15:\n[MELANIE]: That's so cool, Caroline! That's a great way to show off and be proud of everyone's skills. You know I love live music. Can't wait to hear about it!\n[CAROLINE]: Wow! Did you see that band?\n[MELANIE]: Yeah, that pic was from a show I went to. It was so much fun and reminded me of how music brings us together.\n[CAROLINE]: Wow, what a fun moment! What's the band?\n[MELANIE]: \"Summer Sounds\"- The playing an awesome pop song that got everyone dancing and singing. It was so fun and lively!\n[CAROLINE]: That sounds great! Music brings us together and brings joy. Playing and singing let me express myself and connect with others - love it! So cathartic and uplifting.\n[MELANIE]: Cool! What type of music do you play?\n[CAROLINE]: Guitar's mostly my thing. Playing it helps me get my emotions out.",
      "correct_answer": "2022",
      "predicted_answer": "2023",
      "all_choices": [
        "2023-02-10",
        "2022-01-20",
        "2020",
        "January 15, 2022",
        "December 25, 2021",
        "2022 December",
        "2023",
        "April 5, 2022",
        "2022",
        "2021"
      ]
    },
    {
      "question_id": "conv-26_q2",
      "question_type": "temporal_reasoning",
      "correct": true,
      "predicted_idx": 8,
      "correct_idx": 8,
      "latency_store_ms": 128126.85210001655,
      "latency_recall_ms": 462.7545999828726,
      "question_text": "What fields would Caroline be likely to pursue in her educaton?",
      "retrieved_context": "[Memory 1]: [Conversation on June 09, 2023 at 07:55 PM] Session 3:\n[CAROLINE]: Thanks, Mel! Your backing really means a lot. I felt super powerful giving my talk. I shared my own journey, the struggles I had and how much I've developed since coming out. It was wonderful to see how the audience related to what I said and how it inspired them to be better allies. Conversations about gender identity and inclusion are so necessary and I'm thankful for being able to give a voice to the trans community.\n[MELANIE]: Wow, Caroline, you're doing an awesome job of inspiring others with your journey. It's great to be part of it and see how you're positively affecting so many. Talking about inclusivity and acceptance is crucial, and you're so brave to speak up for the trans community. Keep up the great work!\n\n[Memory 2]: [Conversation on July 17, 2023 at 02:31 PM] Session 9:\n[CAROLINE]: I mentor a transgender teen just like me. We've been working on building up confidence and finding positive strategies, and it's really been paying off! We had a great time at the LGBT pride event last month.\n[MELANIE]: Caroline, awesome news that you two are getting along! What was it like for you both? Care to fill me in?\n[CAROLINE]: The pride event was awesome! It was so encouraging to be surrounded by so much love and acceptance.\n[MELANIE]: Wow! What's the best part you remember from it?\n[CAROLINE]: Seeing my mentee's face light up when they saw the support was the best! Such a special moment.\n[MELANIE]: Wow, Caroline! They must have felt so appreciated. It's awesome to see the difference we can make in each other's lives. Any other exciting LGBTQ advocacy stuff coming up?\n\n[Memory 3]: [Conversation on July 03, 2023 at 01:36 PM] Session 5:\n[CAROLINE]: Since we last spoke, some big things have happened. Last week I went to an LGBTQ+ pride parade. Everyone was so happy and it made me feel like I belonged. It showed me how much our community has grown, it was amazing!\n[MELANIE]: Wow, Caroline, sounds like the parade was an awesome experience! It's great to see the love and support for the LGBTQ+ community. Congrats! Has this experience influenced your goals at all?\n[CAROLINE]: Thanks, Mel! It really motivated me for sure. Talking to the community made me want to use my story to help others too - I'm still thinking that counseling and mental health is the way to go. I'm super excited to give back.\n\n[Memory 4]: [Conversation on October 13, 2023 at 10:31 AM] Session 17:\n[CAROLINE]: Wow Mel, that's stunning! Love the colors and the chilled-out sunset vibe. What made you paint it? I've been trying out abstract stuff recently. It's kinda freeing, just putting my feelings on the canvas without too much of a plan. It's like a cool form of self-expression.\n[MELANIE]: Thanks, Caroline! I painted it because it was calming. I've done an abstract painting too, take a look! I love how art lets us get our emotions out.\n[CAROLINE]: Wow, that looks great! The blue adds so much to it. What feelings were you hoping to portray?\n[MELANIE]: I wanted a peaceful blue streaks to show tranquility. Blue calms me, so I wanted the painting to have a serene vibe while still having lots of vibrant colors.\n\n[Memory 5]: [Conversation on June 09, 2023 at 07:55 PM] Session 3:\n[CAROLINE]: Wow, what an amazing family pic! How long have you been married?\n[MELANIE]: 5 years already! Time flies- feels like just yesterday I put this dress on! Thanks, Caroline!\n[CAROLINE]: Congrats, Melanie! You both looked so great on your wedding day! Wishing you many happy years together!\n[MELANIE]: Thanks, Caroline! Appreciate your kind words. Looking forward to more happy years. Our family and moments make it all worth it.\n[CAROLINE]: Looks like you had a great day! How was it? You all look so happy!\n[MELANIE]: It so fun! We played games, ate good food, and just hung out together. Family moments make life awesome.\n[CAROLINE]: Sounds great, Mel! Glad you had a great time. Cherish the moments - they're the best!",
      "correct_answer": "Psychology, counseling certification",
      "predicted_answer": "Psychology, counseling certification",
      "all_choices": [
        "Business administration, marketing diploma",
        "Graphic design, visual communication",
        "Sociology, social work training",
        "Accounting, financial analysis",
        "Elementary education, teaching license",
        "Culinary arts, pastry certification",
        "Library science, archival studies",
        "Political science, public policy",
        "Psychology, counseling certification",
        "Environmental science, conservation degree"
      ]
    },
    {
      "question_id": "conv-26_q3",
      "question_type": "single_hop",
      "correct": true,
      "predicted_idx": 7,
      "correct_idx": 7,
      "latency_store_ms": 126328.1884000171,
      "latency_recall_ms": 487.05260013230145,
      "question_text": "What did Caroline research?",
      "retrieved_context": "[Memory 1]: [Conversation on October 13, 2023 at 10:31 AM] Session 17 Summary: Caroline reached out to her friend Melanie to share her excitement about her decision to adopt and become a mother. Melanie mentioned that she knew someone who had successfully adopted. Caroline gave Melanie some advice on how to get started with the adoption process, emphasizing the importance of research and emotional preparation. Melanie mentioned that she had recently experienced a setback due to an injury, but had found solace in reading and painting. Caroline showed interest in Melanie's paintings, and shared her own recent venture into abstract art. They discussed the emotions behind their artwork and the therapeutic nature of self-expression. Caroline also mentioned attending a poetry reading that celebrated transgender identities, which inspired her to create her own art. Melanie praised Caroline's artwork and they affirmed the importance of staying true to oneself and embracing personal growth and exploration.\n\n[Memory 2]: [Conversation on May 25, 2023 at 01:14 PM] Session 2:\n[MELANIE]: Yeah, it's tough. So I'm carving out some me-time each day - running, reading, or playing my violin - which refreshes me and helps me stay present for my fam!\n[CAROLINE]: That's great, Mel! Taking time for yourself is so important. You're doing an awesome job looking after yourself and your family!\n[MELANIE]: Thanks, Caroline. It's still a work in progress, but I'm doing my best. My kids are so excited about summer break! We're thinking about going camping next month. Any fun plans for the summer?\n[CAROLINE]: Researching adoption agencies \u2014 it's been a dream to have a family and give a loving home to kids who need it.\n[MELANIE]: Wow, Caroline! That's awesome! Taking in kids in need - you're so kind. Your future family is gonna be so lucky to have you!\n\n[Memory 3]: [Conversation on September 13, 2023 at 12:09 AM] Session 16 Summary: Caroline and Melanie were chatting at 12:09 am on 13 September, 2023. Caroline told Melanie about her biking trip with friends and sent her a stunning picture. Melanie complimented the picture and shared her own experience of camping with her kids. They both agreed that being in nature was refreshing for the soul. Melanie asked Caroline about her upcoming plans. Caroline expressed how excited she was about her work volunteering for the LGBTQ+ community and how it inspired her to create art. Melanie admired Caroline's art and shared her own love for painting and pottery. They talked about the therapeutic aspect of art and how it helped them express their feelings. Caroline showed Melanie a painting she made about her journey as a trans woman. Melanie was impressed and proud of Caroline's progress. Caroline spoke about the changes in her relationships and how she was happier being around accepting and loving people. Melanie shared a picture from a caf\u00e9 they visited and assured Caroline that everything was fine despite the serious sign. They ended their conversation by celebrating the joyful moments in life.\n\n[Memory 4]: [Conversation on August 14, 2023 at 02:24 PM] Session 11:\n[MELANIE]: Hey Caroline! Last night was amazing! We celebrated my daughter's birthday with a concert surrounded by music, joy and the warm summer breeze. Seeing my kids' smiles was so awesome, and I'm so thankful for our special moments together.\n[CAROLINE]: Wow, sounds wonderful! Your love for your kids is so awesome. What concert was it? The advocacy event was a cool experience - so much love and support, amazing!\n[MELANIE]: Thanks, Caroline! It was Matt Patterson, he is so talented! His voice and songs were amazing. What's up with you? Anything interesting going on?\n\n[Memory 5]: [Conversation on June 27, 2023 at 10:37 AM] Session 4:\n[CAROLINE]: Hey Melanie! Long time no talk! A lot's been going on in my life! Take a look at this.\n[MELANIE]: Hey, Caroline! Nice to hear from you! Love the necklace, any special meaning to it?\n[CAROLINE]: Thanks, Melanie! This necklace is super special to me - a gift from my grandma in my home country, Sweden. She gave it to me when I was young, and it stands for love, faith and strength. It's like a reminder of my roots and all the love and support I get from my family.\n[MELANIE]: That's gorgeous, Caroline! It's awesome what items can mean so much to us, right? Got any other objects that you treasure, like that necklace?",
      "correct_answer": "Adoption agencies",
      "predicted_answer": "Adoption agencies",
      "all_choices": [
        "Historical textile manufacturing",
        "International human rights law",
        "Early childhood education programs",
        "Marine biology conservation efforts",
        "Contemporary art therapy techniques",
        "Victorian era social reform movements",
        "Sustainable agricultural practices",
        "Adoption agencies",
        "Ancient Roman architectural styles",
        "Renewable energy policy development"
      ]
    },
    {
      "question_id": "conv-26_q4",
      "question_type": "single_hop",
      "correct": true,
      "predicted_idx": 0,
      "correct_idx": 0,
      "latency_store_ms": 124975.41210008785,
      "latency_recall_ms": 309.9962999112904,
      "question_text": "What is Caroline's identity?",
      "retrieved_context": "[Memory 1]: [Conversation on August 14, 2023 at 02:24 PM] Session 11:\n[CAROLINE]: That pic is cool! Representing inclusivity and diversity in my art is important to me. I also use it to speak up for the LGBTQ+ community and push for acceptance. Here's a recent painting!\n[MELANIE]: Wow, that rocks! What's the main idea of your art?\n[CAROLINE]: My art is about expressing my trans experience. It's my way of showing my story and helping people understand the trans community.\n[MELANIE]: Your art's amazing, Caroline. I love how you use it to tell your stories and teach people about trans folks. I'd love to see another painting of yours!\n[CAROLINE]: Thanks, Melanie. Here's one- 'Embracing Identity' is all about finding comfort and love in being yourself. The woman in the painting stands for the journey of acceptance. My aim was to show warmth, love and self-acceptance.\n\n[Memory 2]: [Conversation on August 23, 2023 at 03:31 PM] Session 13 Summary: Caroline shared with Melanie that she applied to adoption agencies and received help from an adoption assistance group. Melanie congratulated Caroline and asked about her pets. Caroline mentioned her guinea pig named Oscar. Melanie shared that she had another cat named Bailey and showed Caroline a picture of her cat Oliver. Caroline shared a picture of Oscar eating parsley. Melanie mentioned that Oliver hid his bone in her slipper. Caroline reminisced about horseback riding with her dad and shared that she loves horses. Melanie showed Caroline a horse painting she did. Caroline shared a self-portrait she recently made, mentioning how painting helps her explore her identity. Melanie agreed and asked what else helps her. Caroline mentioned having supportive people and promoting LGBTQ rights. Melanie commended Caroline for her care and wished her the best on her adoption journey. They said goodbye and Melanie offered her support.\n\n[Memory 3]: [Conversation on June 09, 2023 at 07:55 PM] Session 3:\n[CAROLINE]: Thanks, Mel! Your backing really means a lot. I felt super powerful giving my talk. I shared my own journey, the struggles I had and how much I've developed since coming out. It was wonderful to see how the audience related to what I said and how it inspired them to be better allies. Conversations about gender identity and inclusion are so necessary and I'm thankful for being able to give a voice to the trans community.\n[MELANIE]: Wow, Caroline, you're doing an awesome job of inspiring others with your journey. It's great to be part of it and see how you're positively affecting so many. Talking about inclusivity and acceptance is crucial, and you're so brave to speak up for the trans community. Keep up the great work!\n\n[Memory 4]: [Conversation on August 23, 2023 at 03:31 PM] Session 13 Summary: Caroline shared with Melanie that she applied to adoption agencies and received help from an adoption assistance group. Melanie congratulated Caroline and asked about her pets. Caroline mentioned her guinea pig named Oscar. Melanie shared that she had another cat named Bailey and showed Caroline a picture of her cat Oliver. Caroline shared a picture of Oscar eating parsley. Melanie mentioned that Oliver hid his bone in her slipper. Caroline reminisced about horseback riding with her dad and shared that she loves horses. Melanie showed Caroline a horse painting she did. Caroline shared a self-portrait she recently made, mentioning how painting helps her explore her identity. Melanie agreed and asked what else helps her. Caroline mentioned having supportive people and promoting LGBTQ rights. Melanie commended Caroline for her care and wished her the best on her adoption journey. They said goodbye and Melanie offered her support.\n\n[Memory 5]: [Conversation on September 13, 2023 at 12:09 AM] Session 16:\n[CAROLINE]: Since I was 17 or so. I find it soempowering and cathartic. It's amazing how art can show things that are hard to put into words. How long have you been into art?\n[MELANIE]: Seven years now, and I've finally found my real muses: painting and pottery. It's so calming and satisfying. Check out my pottery creation in the pic!\n[CAROLINE]: Melanie, those bowls are amazing! They each have such cool designs. I love that you chose pottery for your art. Painting and drawing have helped me express my feelings and explore my gender identity. Creating art was really important to me during my transition - it helped me understand and accept myself. I'm so grateful.",
      "correct_answer": "Transgender woman",
      "predicted_answer": "Transgender woman",
      "all_choices": [
        "Transgender woman",
        "Non-binary individual",
        "Female activist",
        "Artist and performer",
        "Social media influencer",
        "Community organizer",
        "Medical researcher",
        "Public speaker",
        "Journalist and writer",
        "Author and advocate"
      ]
    },
    {
      "question_id": "conv-26_q5",
      "question_type": "multi_hop",
      "correct": false,
      "predicted_idx": 0,
      "correct_idx": 5,
      "latency_store_ms": 125801.55860004015,
      "latency_recall_ms": 971.3196998927742,
      "question_text": "When did Melanie run a charity race?",
      "retrieved_context": "[Memory 1]: [Conversation on August 28, 2023 at 03:19 PM] Session 15:\n[MELANIE]: That sounds great, Caroline. Volunteering is a great way to meet people. Creating community and supporting each other, especially for kids, is really important. How did you feel about your time there? Anything that sticks out to you?\n[CAROLINE]: I loved it. It was awesome to see how strong the young people were, with all the challenges they face. I felt fulfilled guiding and supporting them. I even got to let them know they're not alone by sharing my story. Such a powerful, emotional experience.\n[MELANIE]: Was connecting with those young folks meaningful for you?\n[CAROLINE]: It was so special to me. It reminded me of my own struggles in the past and how I felt alone. I was glad I could share my story and offer them support - it felt like I could make a difference.\n\n[Memory 2]: [Conversation on June 27, 2023 at 10:37 AM] Session 4 Summary: Caroline and Melanie catch up after a long time. Caroline shows Melanie her special necklace, which was a gift from her grandmother in Sweden and represents love, faith, and strength. Melanie admires it and asks if Caroline has any other treasured items. Caroline mentions a hand-painted bowl made by a friend on her 18th birthday, which reminds her of art and self-expression. Melanie shares that she recently went camping with her family and had a great time exploring nature and bonding with her kids. They discuss the importance of family moments. Caroline reveals that she is looking into a career in counseling and mental health, specifically wanting to work with trans people. She attended an LGBTQ+ counseling workshop and found it enlightening. Melanie praises Caroline for her dedication and asks about her motivation to pursue counseling. Caroline shares how her own journey and the support she received inspired her to help others. Melanie commends Caroline's hard work and passion. Caroline expresses gratitude for Melanie's kind words, and Melanie congratulates Caroline for pursuing what she cares about.\n\n[Memory 3]: [Conversation on August 28, 2023 at 03:19 PM] Session 15:\n[MELANIE]: That's so cool, Caroline! That's a great way to show off and be proud of everyone's skills. You know I love live music. Can't wait to hear about it!\n[CAROLINE]: Wow! Did you see that band?\n[MELANIE]: Yeah, that pic was from a show I went to. It was so much fun and reminded me of how music brings us together.\n[CAROLINE]: Wow, what a fun moment! What's the band?\n[MELANIE]: \"Summer Sounds\"- The playing an awesome pop song that got everyone dancing and singing. It was so fun and lively!\n[CAROLINE]: That sounds great! Music brings us together and brings joy. Playing and singing let me express myself and connect with others - love it! So cathartic and uplifting.\n[MELANIE]: Cool! What type of music do you play?\n[CAROLINE]: Guitar's mostly my thing. Playing it helps me get my emotions out.\n\n[Memory 4]: [Conversation on October 13, 2023 at 10:31 AM] Session 17:\n[CAROLINE]: Yeah, it's very calming. It's awesome how art can show emotions. By the way, I went to a poetry reading last Fri - it was really powerful! Ever been to one?\n[MELANIE]: Nope, never been to something like that. What was it about? What made it so special?\n[CAROLINE]: It was a transgender poetry reading where transgender people shared their stories through poetry. It was extra special 'cause it was a safe place for self-expression and it was really empowering to hear others share and celebrate their identities.\n[MELANIE]: Wow, sounds amazing! What was the event like? Those posters are great!\n[CAROLINE]: The room was electric with energy and support! The posters were amazing, so much pride and strength! It inspired me to make some art.\n\n[Memory 5]: [Conversation on July 06, 2023 at 08:18 PM] Session 6:\n[CAROLINE]: Wow, that's great! It sure shows how important friendship and compassion are. It's made me appreciate how lucky I am to have my friends and family helping with my transition. They make all the difference. We even had a picnic last week!\n[MELANIE]: That's a gorgeous photo, Caroline! Wow, the love around you is awesome. How have your friends and fam been helping you out with your transition?\n[CAROLINE]: Thanks, Melanie! This support network has been amazing. They've been there for me every step of the way giving me love, guidance, and acceptance. I couldn't have done it without them.\n[MELANIE]: Wow, Caroline! It's great you have people to support you, that's really awesome!",
      "correct_answer": "The sunday before 25 May 2023",
      "predicted_answer": "The Sunday before 15 May 2023",
      "all_choices": [
        "The Sunday before 15 May 2023",
        "The week after 25 May 2023",
        "25 June 2023",
        "The Saturday after 25 May 2023",
        "The Sunday after 25 May 2023",
        "The sunday before 25 May 2023",
        "25 May 2022",
        "The Saturday before 25 May 2023",
        "25 April 2023",
        "25 July 2023"
      ]
    },
    {
      "question_id": "conv-26_q6",
      "question_type": "multi_hop",
      "correct": true,
      "predicted_idx": 3,
      "correct_idx": 3,
      "latency_store_ms": 125939.86559985206,
      "latency_recall_ms": 548.0240997858346,
      "question_text": "When is Melanie planning on going camping?",
      "retrieved_context": "[Memory 1]: [Conversation on September 13, 2023 at 12:09 AM] Session 16 Summary: Caroline and Melanie were chatting at 12:09 am on 13 September, 2023. Caroline told Melanie about her biking trip with friends and sent her a stunning picture. Melanie complimented the picture and shared her own experience of camping with her kids. They both agreed that being in nature was refreshing for the soul. Melanie asked Caroline about her upcoming plans. Caroline expressed how excited she was about her work volunteering for the LGBTQ+ community and how it inspired her to create art. Melanie admired Caroline's art and shared her own love for painting and pottery. They talked about the therapeutic aspect of art and how it helped them express their feelings. Caroline showed Melanie a painting she made about her journey as a trans woman. Melanie was impressed and proud of Caroline's progress. Caroline spoke about the changes in her relationships and how she was happier being around accepting and loving people. Melanie shared a picture from a caf\u00e9 they visited and assured Caroline that everything was fine despite the serious sign. They ended their conversation by celebrating the joyful moments in life.\n\n[Memory 2]: [Conversation on July 06, 2023 at 08:18 PM] Session 6 Summary: Caroline and Melanie caught up with each other at 8:18 pm on 6 July, 2023. Caroline shared that since their last chat, she has been exploring counseling or mental health work because she is passionate about helping people. Melanie praised Caroline for following her dreams. Melanie mentioned that she recently took her kids to the museum and enjoyed watching their excitement. Caroline was curious about what had them so excited, and Melanie explained that they loved the dinosaur exhibit. Caroline mentioned that she is creating a library for future kids and looks forward to reading to them. Melanie asked about the books she has in her library, and Caroline mentioned classics, stories from different cultures, and educational books. Melanie shared that her favorite book from childhood was \"Charlotte's Web,\" and Caroline agreed that it showed the importance of friendship and compassion. Caroline mentioned that her friends and family have been a great support system during her transition. Melanie praised Caroline for having people who support her and shared a photo of her family camping at the beach.\n\n[Memory 3]: [Conversation on August 17, 2023 at 01:50 PM] Session 12 Summary: Caroline tells Melanie about a negative experience she had with religious conservatives while hiking, which reminds her of the work still needed for LGBTQ rights. She expresses gratitude for the support and acceptance she has from those around her. Melanie sympathizes with Caroline and shows her a picture of a pottery project she recently finished. Caroline expresses interest in seeing the picture and compliments Melanie's work. Melanie explains that the colors and patterns were inspired by her love for them and how painting helps her express her feelings. Caroline praises Melanie's creativity and passion. Melanie expresses her deep connection to art and how it brings her happiness and fulfillment. Caroline agrees that surrounding oneself with things that bring joy is important. They both agree that finding happiness is key in life. They express appreciation for each other's friendship and support. They reminisce about a fun time at a Pride fest and discuss plans for a family outing or a special trip just for the two of them. They agree to plan something special and look forward to making more memories together.\n\n[Memory 4]: [Conversation on August 25, 2023 at 01:33 PM] Session 14:\n[CAROLINE]: Hey, Mel! How's it going? There's something I want to tell you. I went hiking last week and got into a bad spot with some people. It really bugged me, so I tried to apologize to them.\n[MELANIE]: Wow, Caroline! Sorry that happened to you. It's tough when those things happen, but it's great you apologized. Takes a lot of courage and maturity! What do you think of this?\n[CAROLINE]: Thanks, Melanie! That plate is awesome! Did you make it?\n[MELANIE]: Yeah, I made it in pottery class yesterday. I love it! Pottery's so relaxing and creative. Have you tried it yet?\n[CAROLINE]: Nah, I haven't. I've been busy painting - here's something I just finished.\n\n[Memory 5]: [Conversation on July 03, 2023 at 01:36 PM] Session 5:\n[MELANIE]: Wow, Caroline! That's great! I just signed up for a pottery class yesterday. It's like therapy for me, letting me express myself and get creative. Have you found any activities that make you feel the same way?\n[CAROLINE]: Wow, Melanie! I'm getting creative too, just learning the piano. What made you try pottery?\n[MELANIE]: I'm a big fan of pottery - the creativity and skill is awesome. Plus, making it is so calming. Look at this!\n[CAROLINE]: That bowl is gorgeous! The black and white design looks so fancy. Did you make it?\n[MELANIE]: Thanks, Caroline! Yeah, I made this bowl in my class. It took some work, but I'm pretty proud of it.\n[CAROLINE]: Nice job! You really put in the work and it definitely shows. Your creativity looks great!",
      "correct_answer": "June 2023",
      "predicted_answer": "June 2023",
      "all_choices": [
        "September 2023",
        "May 2023",
        "November 2023",
        "June 2023",
        "July 2023",
        "October 2023",
        "April 2023",
        "December 2023",
        "January 2024",
        "August 2023"
      ]
    },
    {
      "question_id": "conv-26_q7",
      "question_type": "single_hop",
      "correct": false,
      "predicted_idx": 8,
      "correct_idx": 0,
      "latency_store_ms": 126752.38630012609,
      "latency_recall_ms": 299.3588999379426,
      "question_text": "What is Caroline's relationship status?",
      "retrieved_context": "[Memory 1]: [Conversation on May 25, 2023 at 01:14 PM] Session 2 Summary: On May 25, 2023 at 1:14 pm, Melanie tells Caroline about her recent experience running a charity race for mental health. Caroline expresses pride and agrees that taking care of oneself is important. Melanie shares her struggle with self-care but mentions that she is carving out time each day for activities that refresh her. Caroline encourages Melanie and praises her efforts. Melanie then asks Caroline about her plans for the summer, to which Caroline replies that she is researching adoption agencies as she wants to give a loving home to children in need. Melanie praises Caroline's decision and expresses excitement for her future family. Caroline explains that she chose an adoption agency that supports the LGBTQ+ community because of its inclusivity and support. Melanie commends Caroline's choice and asks what she is looking forward to in the adoption process. Caroline says she is thrilled to create a family for kids who need one, despite the challenges of being a single parent. Melanie encourages Caroline and expresses confidence in her ability to provide a safe and loving home. The conversation ends with Melanie expressing her excitement for Caroline's new chapter.\n\n[Memory 2]: [Conversation on July 15, 2023 at 01:51 PM] Session 8:\n[CAROLINE]: Wow, what a great day! Glad everyone could make it. What was your favorite part?\n[MELANIE]: Marrying my partner and promising to be together forever was the best part.\n[CAROLINE]: Wow, nice pic! You both looked amazing. One special memory for me was this pride parade I went to a few weeks ago.\n[MELANIE]: Wow, looks awesome! Did you join in?\n[CAROLINE]: Yes, I did. It was amazing! I felt so accepted and happy, just being around people who accepted and celebrated me. It's definitely a top memory.\n[MELANIE]: Wow, what an experience! How did it make you feel?\n[CAROLINE]: I felt so proud and grateful - the vibes were amazing and it was comforting to know I'm not alone and have a great community around me.\n\n[Memory 3]: [Conversation on May 25, 2023 at 01:14 PM] Session 2:\n[CAROLINE]: Thanks, Mel! My goal is to give kids a loving home. I'm truly grateful for all the support I've got from friends and mentors. Now the hard work starts to turn my dream into a reality. And here's one of the adoption agencies I'm looking into. It's a lot to take in, but I'm feeling hopeful and optimistic.\n[MELANIE]: Wow, that agency looks great! What made you pick it?\n[CAROLINE]: I chose them 'cause they help LGBTQ+ folks with adoption. Their inclusivity and support really spoke to me.\n[MELANIE]: That's great, Caroline! Loving the inclusivity and support. Anything you're excited for in the adoption process?\n[CAROLINE]: I'm thrilled to make a family for kids who need one. It'll be tough as a single parent, but I'm up for the challenge!\n\n[Memory 4]: [Conversation on June 09, 2023 at 07:55 PM] Session 3:\n[CAROLINE]: Wow, what an amazing family pic! How long have you been married?\n[MELANIE]: 5 years already! Time flies- feels like just yesterday I put this dress on! Thanks, Caroline!\n[CAROLINE]: Congrats, Melanie! You both looked so great on your wedding day! Wishing you many happy years together!\n[MELANIE]: Thanks, Caroline! Appreciate your kind words. Looking forward to more happy years. Our family and moments make it all worth it.\n[CAROLINE]: Looks like you had a great day! How was it? You all look so happy!\n[MELANIE]: It so fun! We played games, ate good food, and just hung out together. Family moments make life awesome.\n[CAROLINE]: Sounds great, Mel! Glad you had a great time. Cherish the moments - they're the best!\n\n[Memory 5]: [Conversation on July 15, 2023 at 01:51 PM] Session 8:\n[CAROLINE]: Wow, what a great day! Glad everyone could make it. What was your favorite part?\n[MELANIE]: Marrying my partner and promising to be together forever was the best part.\n[CAROLINE]: Wow, nice pic! You both looked amazing. One special memory for me was this pride parade I went to a few weeks ago.\n[MELANIE]: Wow, looks awesome! Did you join in?\n[CAROLINE]: Yes, I did. It was amazing! I felt so accepted and happy, just being around people who accepted and celebrated me. It's definitely a top memory.\n[MELANIE]: Wow, what an experience! How did it make you feel?\n[CAROLINE]: I felt so proud and grateful - the vibes were amazing and it was comforting to know I'm not alone and have a great community around me.",
      "correct_answer": "Single",
      "predicted_answer": "In a long-term partnership",
      "all_choices": [
        "Single",
        "Co-parenting with an ex-partner",
        "Currently dating someone",
        "Divorced from a previous marriage",
        "In a committed relationship",
        "Married to David Miller",
        "Engaged to John Smith",
        "Recently ended a relationship",
        "In a long-term partnership",
        "Separated from her spouse"
      ]
    },
    {
      "question_id": "conv-26_q8",
      "question_type": "multi_hop",
      "correct": false,
      "predicted_idx": 7,
      "correct_idx": 4,
      "latency_store_ms": 128126.67850009166,
      "latency_recall_ms": 650.0145001336932,
      "question_text": "When did Caroline give a speech at a school?",
      "retrieved_context": "[Memory 1]: [Conversation on October 13, 2023 at 10:31 AM] Session 17:\n[MELANIE]: That's awesome, Caroline! You drew it? What does it mean to you?\n[CAROLINE]: Thanks, Melanie! Yeah, I drew it. It stands for freedom and being real. It's like a nudge to always stay true to myself and embrace my womanhood.\n[MELANIE]: I love it. Showing off our true selves is the best thing ever.\n[CAROLINE]: Yep, Melanie! Being ourselves is such a great feeling. It's an ongoing adventure of learning and growing.\n[MELANIE]: Yep, Caroline. Life's about learning and exploring. Glad we can be on this trip together.\n\n[Memory 2]: [Conversation on September 13, 2023 at 12:09 AM] Session 16:\n[CAROLINE]: Hey Mel, long time no chat! I had a wicked day out with the gang last weekend - we went biking and saw some pretty cool stuff. It was so refreshing, and the pic I'm sending is just stunning, eh?\n[MELANIE]: Hey Caroline! It's so good to hear from you! That pic is so beautiful, the colors really pop. Biking sounds like a great way to get out in nature. We went camping with the kids a few weeks ago, had a blast exploring the forest and hiking. Nature can be so refreshing for your soul. Any plans coming up?\n[CAROLINE]: Melanie, that photo's amazing! I love all the yellow leaves, it looks so cozy. That sounds like fun! Seeing how excited they get for the little things is awesome, it's so contagious.\n\n[Memory 3]: [Conversation on July 15, 2023 at 01:51 PM] Session 8:\n[CAROLINE]: Wow, what a great day! Glad everyone could make it. What was your favorite part?\n[MELANIE]: Marrying my partner and promising to be together forever was the best part.\n[CAROLINE]: Wow, nice pic! You both looked amazing. One special memory for me was this pride parade I went to a few weeks ago.\n[MELANIE]: Wow, looks awesome! Did you join in?\n[CAROLINE]: Yes, I did. It was amazing! I felt so accepted and happy, just being around people who accepted and celebrated me. It's definitely a top memory.\n[MELANIE]: Wow, what an experience! How did it make you feel?\n[CAROLINE]: I felt so proud and grateful - the vibes were amazing and it was comforting to know I'm not alone and have a great community around me.\n\n[Memory 4]: [Conversation on July 20, 2023 at 08:56 PM] Session 10 Summary: Caroline and Melanie had a conversation at 8:56 pm on 20 July, 2023. Caroline told Melanie that she recently joined a new LGBTQ activist group and is enjoying making a difference. Melanie expressed her happiness for Caroline and wanted to know more about the group. Caroline explained that the group, \"Connected LGBTQ Activists,\" is focused on positive changes and supporting each other. Melanie praised the group and asked if Caroline has participated in any events or campaigns. Caroline mentioned a recent pride parade in their city and how it was a powerful reminder of the fight for equality. Melanie shared that she recently went to the beach with her kids, which they thoroughly enjoyed. Caroline inquired about other summer traditions, and Melanie mentioned their family camping trip as the highlight of their summer. She recalled witnessing the Perseid meteor shower and how it made her feel in awe of the universe. Caroline asked about the experience, and Melanie described it as breathtaking, making her appreciate life. Melanie then shared another special memory of her youngest child taking her first steps. Caroline found it sweet and mentioned that such milestones remind us of the special bonds we have. Melanie agreed and expressed gratitude for her family. Caroline praised Melanie for having an awesome family. Melanie thanked Caroline and expressed her happiness for having a\n\n[Memory 5]: [Conversation on October 13, 2023 at 10:31 AM] Session 17:\n[MELANIE]: Thanks for the tip, Caroline. Doing research and readying myself emotionally makes sense. I'll do that. BTW, recently I had a setback. Last month I got hurt and had to take a break from pottery, which I use for self-expression and peace.\n[CAROLINE]: Oh man, sorry to hear that, Melanie. I hope you're okay. Pottery's a great way to relax, so it must have been tough taking a break. Need any help?\n[MELANIE]: Thanks, Caroline. It was tough, but I'm doing ok. Been reading that book you recommended a while ago and painting to keep busy.\n[CAROLINE]: Cool that you have creative outlets. Got any paintings to show? I'd love to check them out.\n[MELANIE]: Yeah, Here's one I did last week. It's inspired by the sunsets. The colors make me feel calm. What have you been up to lately, artistically?",
      "correct_answer": "The week before 9 June 2023",
      "predicted_answer": "Early May 2023, approximately",
      "all_choices": [
        "The week before 16 June 2023",
        "Between 1 June and 10 June 2023",
        "Sometime in late May 2023",
        "The week after 9 June 2023",
        "The week before 9 June 2023",
        "The month following 9 June 2023",
        "Around 14 May 2023",
        "Early May 2023, approximately",
        "The day after 8 June 2023",
        "Around 20 May 2023"
      ]
    },
    {
      "question_id": "conv-26_q9",
      "question_type": "multi_hop",
      "correct": false,
      "predicted_idx": 4,
      "correct_idx": 3,
      "latency_store_ms": 133651.01809985936,
      "latency_recall_ms": 755.9945001266897,
      "question_text": "When did Caroline meet up with her friends, family, and mentors?",
      "retrieved_context": "[Memory 1]: [Conversation on October 22, 2023 at 09:55 AM] Session 19 Summary: Caroline tells Melanie that she passed the adoption agency interviews last Friday and is excited about the progress she's making towards her goal of having a family. Melanie congratulates her and shows her some figurines that remind her of family love. Caroline explains that she wants to build her own family and provide a home for children in need, as a way of giving back and showing love and acceptance. Melanie agrees that everyone deserves love and acceptance and admires Caroline's passion for helping these kids. Caroline shares that finding self-acceptance was a long process for her, but now she's ready to offer love and support to those who need it. Melanie praises Caroline for her strength and inspiration. Caroline credits her friends, family, and role models for helping her find acceptance and wants to pass that same support to others. Melanie tells Caroline that she is happy for her and finds her journey inspiring. Caroline expresses gratitude for the support she's received and considers it a gift to be able to share her journey and help others. Melanie agrees that it's important to be there for each other. Caroline emphasizes the importance of being oneself and living honestly, as it brings freedom and contentment. Both friends express their agreement and appreciation for the support they've received in being true to themselves.\n\n[Memory 2]: [Conversation on August 17, 2023 at 01:50 PM] Session 12:\n[CAROLINE]: I'm always here for you, Mel! We had a blast last year at the Pride fest. Those supportive friends definitely make everything worth it!\n[MELANIE]: That was a blast! So much fun with the whole gang! Wanna do a family outing this summer?\n[CAROLINE]: Right, it was so much fun! We could do a family outting, or wanna plan something special for this summer, just us two? It'd be a great chance to catch up and explore nature! What do you think?\n[MELANIE]: Sounds great, Caroline! Let's plan something special!\n[CAROLINE]: Sounds great, Mel! We'll make some awesome memories!\n[MELANIE]: Yeah, Caroline! I'll start thinking about what we can do.\n[CAROLINE]: Yeah, Mel! Life's all about creating memories. Can't wait for the trip!\n\n[Memory 3]: [Conversation on August 28, 2023 at 03:19 PM] Session 15:\n[MELANIE]: That sounds great, Caroline. Volunteering is a great way to meet people. Creating community and supporting each other, especially for kids, is really important. How did you feel about your time there? Anything that sticks out to you?\n[CAROLINE]: I loved it. It was awesome to see how strong the young people were, with all the challenges they face. I felt fulfilled guiding and supporting them. I even got to let them know they're not alone by sharing my story. Such a powerful, emotional experience.\n[MELANIE]: Was connecting with those young folks meaningful for you?\n[CAROLINE]: It was so special to me. It reminded me of my own struggles in the past and how I felt alone. I was glad I could share my story and offer them support - it felt like I could make a difference.\n\n[Memory 4]: [Conversation on June 27, 2023 at 10:37 AM] Session 4:\n[CAROLINE]: I'm still figuring out the details, but I'm thinking of working with trans people, helping them accept themselves and supporting their mental health. Last Friday, I went to an LGBTQ+ counseling workshop and it was really enlightening. They talked about different therapeutic methods and how to best work with trans people. Seeing how passionate these pros were about making a safe space for people like me was amazing.\n[MELANIE]: Woah, Caroline, it sounds like you're doing some impressive work. It's inspiring to see your dedication to helping others. What motivated you to pursue counseling?\n\n[Memory 5]: [Conversation on June 09, 2023 at 07:55 PM] Session 3:\n[CAROLINE]: Hey Melanie! How's it going? I wanted to tell you about my school event last week. It was awesome! I talked about my transgender journey and encouraged students to get involved in the LGBTQ community. It was great to see their reactions. It made me reflect on how far I've come since I started transitioning three years ago.\n[MELANIE]: Hey Caroline! Great to hear from you. Sounds like your event was amazing! I'm so proud of you for spreading awareness and getting others involved in the LGBTQ community. You've come a long way since your transition - keep on inspiring people with your strength and courage!",
      "correct_answer": "The week before 9 June 2023",
      "predicted_answer": "Between 25 May and 10 June 2023",
      "all_choices": [
        "The Friday before 9 June 2023",
        "The week after 9 June 2023",
        "The week leading up to 9 June 2023",
        "The week before 9 June 2023",
        "Between 25 May and 10 June 2023",
        "Approximately 15 May 2023",
        "The month prior to 9 June 2023",
        "The week of 12 June 2023",
        "Around 1 June 2023",
        "The weekend before 9 June 2023"
      ]
    }
  ]
}