sentiment analysis_model evaluation_webnovels_part2

Prompt

Models (10) o3 o3 Gemini 2.5 Pro Gemini 2.5 Pro Gemma 3 27B Instruct Gemma 3 27B Instruct GPT-4.1 GPT-4.1 Mistral Small 3.2 Mistral Small 3.2 Mistral Medium 3 Mistral Medium 3 Llama 4 Maverick Llama 4 Maverick Llama 3.3 Instruct 70B Llama 3.3 Instruct 70B DeepSeek R1 0528 (May '25) DeepSeek R1 0528 (May '25) Claude 4 Sonnet (Non-reasoning) Claude 4 Sonnet (Non-reasoning) Prompt You are an expert in sentiment analysis with deep knowledge of internet buzzwords, catchphrases, and web novel culture, particularly in Chinese online communities. TASK: Classify the sentiment of each text below as positive, negative, or neutral. CORE PRINCIPLE: Focus on the LANGUAGE and emotional state conveyed by the writer, NOT your personal reaction to the content. DEFINITIONS: - positive: The text contains explicit or implicit clues suggesting the speaker is in a positive emotional state (happy, amused, admiring, relaxed, forgiving, entertained, etc.) - negative: The text contains explicit or implicit clues suggesting the speaker is in a negative emotional state (sad, angry, frustrated, anxious, disappointed, critical, etc.) - neutral: The text primarily states facts without clear emotional indicators, or contains balanced/mixed emotions that don't lean clearly positive or negative SPECIAL CONSIDERATIONS: - Pay attention to sarcasm, irony, and internet slang - Consider emoticons and their emotional context - Recognize pop culture references and memes OUTPUT FORMAT: For each numbered text, respond with: Text [number]: [positive/negative/neutral]TEXTS TO CLASSIFY: Text 51: The house he was in was left for him by his parrents, a fairly high-end residence. He came into the living room, and there his sister Ouyang Bing'er was waiting on the couch, pitifully looking at him. Text 52: Bing'er was only eight years old this year, wearing pink clothing and she had chubby little cheeks that people could not help but pinch on impulse. She was wearing a ball cap with a black poncho shirt, tight pants, and had small feet with red shoes, so cute that his heart felt like it would burst just by looking at her. Text 53: "Brother is always lazy, he woke up later than Bing'er today! Shame-shame!" The little girl stood up after chiding him, her eyes circling as she snuck a glance or two at the door, one look and one would feel that she was a smart one. Text 54: The brother and sister were too familiar with one another, and with one look at her eyes, Ouyang Shuo knew what she was thinking. Today was the weekend, so he did not have to work. Yesterday he told Bing'er that he would take her to the playground to play. Because of that promise, the lazy her who needed his wake-up call every day, even shockingly got up early. She had even put on some kind of makeup. Text 55: Ouyang Shuo did not tease her, instead going to the sofa and sitting down. He then picked up the little girl and set her on his lap. He rubbed his chin on her forehead, provoking a giggle of laughter as his scruffy beard tickled her. Text 56: "Bad brother! You are bullying me…" Bing'er laughed. Text 57: "Well, today the pretty little princess is really beautifully dressed. I'll go make you some breakfast, and afterwards we will go down to the playground to play, okay?" Text 58: Hearing that her brother didn't forget his promise, the little girl smiled so hard her eyes were squinting, and gave him a happy kiss on the cheek. Text 59: Good times always passed fast. He spent the entire day with her in the children's play park, taking her out to KFC afterwards to eat a whole bucket of chicken. Bing'er was so happy and excited after her wonderful day that she could not sleep. Finally, after reading her a third fairy tale, she finally fell asleep. Text 60: The night was now quiet. It was a good time for Ouyang Shuo to go over his past, and consider what he was going to do for his new future now. Text 61: He was definitely going to quit his job. Anyways, he had worked there for less than six months, and did not have any great loyalty to the place. As far as assets went, the most valuable thing he had was this house he was living in. His parents' bank account had lasted him throughout his university years, but it was running out. Text 62: This was also why he'd found a job quickly after graduating college. But in this highly mechanized and technology-driven era, more than 90% of the work out there had been replaced by machines. There were a lot of people who had no jobs and were unable to find work. Text 63: The government had been forced to develop a comprehensive social welfare system in order to insure everyone's basic safety and lifestyle. Now, a single institution, Skynet, had been put in place to monitor everyone and everything with a harsh and even eye. Its influence extended across all sections of society, and general crime had fallen greatly under the ever-watching eye of Skynet's monitors. Text 64: The bitter fruit of this was the division of society into two levels: the wealthy and politically connected, generally formed of large consortiums or families in political positions, and everyone else. It was a division of society that was difficult to overcome. Text 65: At the same time, the general age of the people was rising. Depressed young men and women were often unwilling to have children and put up with the additional costs and demands of parenthood, resulting in a negative worldwide population growth for the last twenty years. The global population had fallen down to under 1 billion people, and forty percent of them were elderly. Even in the densely populated areas of China, the total population was falling. Text 66: Right now, Ouyang Shuo didn't even have enough money to buy the game cabin for Earth Online. Fortunately, due to his rebirth, he knew what was coming, and so he had insights that others did not. Within a year after the interstellar immigration started, all the fixed assets and housing on Earth would become pretty much worthless. Accordingly, he planned to sell the house they were living at now, and take the money to rent a temporary house to live in. Text 67: With that in mind, Ouyang Shuo opened up his handbrain, the ubiquitous personal and portable computer everyone on Earth possessed. Locating the official real estate trading site quickly, he went to the quick sales channel, marked the price as 10% below the current market value, and immediately sold it off to the real estate transaction center. Text 68: An information society as advanced as this was very convenient. Ouyang Shuo didn't have to even leave the house, let alone go to a government office. Because all of his personal information was stored in Skynet, as his handbrain could dual certify his fingerprints and retinal scan, it took only half an hour to complete the entire transaction. After he was done, Ouyang Shuo's account was promptly credited and grew by more than two million credits. Text 69: Taking advantage of the late hour and quietness, Ouyang Shuo began looking for the right rental housing online. Bing'er was still in primary school, so they couldn't move too far away, no farther than a nearby district. This was a bit difficult to work with. According to the advanced search parameters he had input, the system recommended a house in Tianyuan community which had three rooms and one living room, with a monthly rent of 3000 credits. Text 70: Coincidentally, Bing'er attended a school in Tianyuan community which was very close to that, making this even more convenient for Bing'er. But the house was shared, the one renting was not the owner himself, but a tenant, which made Ouyang Shuo a bit hesitant to accept. Text 71: Adopting an attitude of 'let's see what happens', Ouyang Shuo dialed the video phone. Appearing on the phone promptly was the image of a twenty-year old girl, with a beautiful oval face and willowy eyebrows. She looked like she'd just come out of a bath, with her hair wet, and was wearing a pink kitten style of pajamas, incredibly and unexpectedly cute. Text 72: Ouyang Shuo was more than a little embarrassed. After all, men and women living together was all well and good in the romantic serials on TV, but in reality was something that was very uncommon and rarely happened before marriage. However, this girl was the opposite of what was expected of women, immediately taking the initiative to chat with him. Text 73: "Hello? Who are you? Are you looking for me for something?" she asked him. Text 74: "Hello! I was linked to you through the rental network. The rental information that I saw was exactly what I needed. I did not think you were a girl, I am sorry if this is inconvenient." Ouyang Shuo was ready to disconnect, having little hope of anything coming out of this. Text 75: "Oh!" she answered, a little surprised. "I have two rooms to rent here, but you are only a single person, this is a little strange…" She did not directly refuse, instead asking a reasonable question. Text 76: "Ha, I am sorry, I did not explain clearly. I have an eight year old sister; her school is near your location, so…" Ouyang Shuo said hesitantly. Text 77: Hearing that he had a young sister seemed to reassure the young woman a lot. "Oh, in that case, you look pretty honest, so I agree! It's almost the end of the month, you can help pay the rent, hee hee!" Text 78: It was so simply and unexpectedly agreed to, it caught Ouyang Shuo by surprise. He was wondering if he had unknowingly became much more charming and handsome to be able to convince her so easily. Text 79: They discussed the specific rental matters, and through the network signed an electronic contract. Ouyang Shuo found out that the girl was named Sun Xiaoyue, and was a junior student at the Jiao State University Department of Architecture. Text 80: He agreed to move in tomorrow, and was about to hang up the call when he heard, "Hee hee, I'll finally have the money to pay the rent!" His ego and self-confidence took an immediate blow as he realized why she had agreed so quickly. Text 81: The next morning, Ouyang Shuo told Bing'er that they were moving. When Bing'er found out that they were going to live with a beautiful big sister, and close to the school, so she had no objections. They spent all morning packing up their luggage and few belongings, and called a moving van to take them to their new home. Text 82: They arrived at Tianyuan community quickly, and found Sun Xiaoyue standing in the doorway, holding onto her handbrain and waiting for them. It was surprising that she was so courteous. Text 83: Bing'er was carrying her little pink bag and holding the hands of a tiger doll as she opened the door of the taxi. After getting out, she looked around fearlessly, not afraid at all of the strange new environment. Her expression was one of curiosity and mischievous intent. Text 84: Seeing the lovely little girl, Sun Xiaoyue's feminine heart was instantly touched. She quickly stepped forward with arms outstretched. "Wow, such a cute little girl! Come here, let little sister hold you!" Text 85: Bing'er smiled and retreated a step, saying sweetly, "Beautiful sister, hello! My name is Ouyang Bing, sister you can call me like my brother does- Bing'er!" Text 86: Sun Xiaoyue was not embarrassed and did not hold it against Bing'er for dodging her embrace. Instead, she smiled and said, "Ouyang Bing'er, a good name. I am Sun Xiaoyue, you can call me Sister Xiaoyue. Does Bing'er like it here?" Text 87: "I like it, it is as pretty here as our home, but there is a beautiful sister here, Bing'er is very happy, hee hee!" Bing'er smiled back. Text 88: Sun Xioayue completely forgot all about Ouyang Shuo, tossing him out of her mind before directly taking Bing'er's hand to take her upstairs. Bing'er turned her head to look at her brother; he merely nodded, smiled, and indicated that she should go ahead. She quietly followed Xiaoyue upstairs. Text 89: Seeing Bing'er so adorable, Ouyang Shuo's heart was a bit jealous. Maybe, he thought, he could take her to Jiao State University and walk around with her, attracting a pretty girl who he could marry, hehe… Text 90: "Boss, should I move your things?" the driver of the moving van asked, interrupting his private fantasies mercilessly. Sentiment Analysis: