{ "metadata": { "benchmark_date": "2025-12-26", "constraint_modes": { "hard": { "description": "Prune all particles containing jargon", "smc_params": { "num_particles": 5, "max_steps": 25, "tokens_per_step": 6 } }, "soft": { "description": "Weighted resampling: particles with jargon get reduced weights", "penalty_factor": 0.3, "smc_params": { "num_particles": 5, "max_steps": 15, "tokens_per_step": 25 } } }, "scoring": { "jargon_free": 25, "has_example": 25, "appropriate_length": 25, "coherence": 25, "max_score": 100 } }, "claude_opus_benchmarks": { "Legal": { "Force Majeure clause and why it might void our contract": { "translation": "This is a 'nobody's fault' escape hatch. If something huge and uncontrollable happens—like a massive earthquake, a war, or a pandemic—neither of us can be blamed for not keeping our promises. It's like if you promised to meet a friend but a tornado blocked every road; you couldn't get there, but it wasn't your fault.", "score": 100 }, "Why we need to add an indemnification clause to protect your business": { "translation": "This is a 'you cover me, I cover you' promise. If someone sues us because of something your side did wrong, you agree to pay for our defense and any costs. Think of it like agreeing that whoever spills the milk has to clean it up and pay for a new carton.", "score": 100 }, "What happens if the other party breaches the non-compete agreement": { "translation": "They promised not to start a competing business or work for your rivals. If they break that promise, you can take them to court and ask a judge to make them stop and possibly pay you money for the customers you lost.", "score": 100 } }, "Medical": { "Your MRI shows a benign lesion that we should monitor": { "translation": "We found a small spot on your scan, but it's not cancer—it's harmless. Think of it like a freckle on your skin. We just want to check on it every few months to make sure it stays the same size and doesn't change.", "score": 100 }, "The etiology of your chronic fatigue syndrome": { "translation": "We're trying to find the root cause of why you feel exhausted all the time. It's like being a detective figuring out why a car won't start—is it the battery, the fuel, or something else? Your tiredness could come from a virus you had, stress, or how your immune system is working.", "score": 100 }, "Why we're recommending prophylactic treatment given your comorbidities": { "translation": "Because you have several health conditions at once, we want to give you medicine now to prevent a problem before it happens. It's like putting on sunscreen before going to the beach—we're protecting you ahead of time because you're at higher risk.", "score": 100 } }, "Financial": { "How compound interest and amortization affect your mortgage payments": { "translation": "Your loan grows because you pay interest on interest—money owed on money already owed. Your monthly payment is split between paying down what you borrowed and paying the bank for lending it to you. Early on, most goes to the bank; later, more chips away at what you owe.", "score": 100 }, "Why we recommend diversifying your portfolio with low-liquidity assets": { "translation": "Don't put all your eggs in one basket. We suggest putting some money into things that are harder to sell quickly—like real estate or private businesses—because they often grow more over time, even though you can't turn them into cash overnight like stocks.", "score": 100 }, "The tax implications of depreciation on your rental property": { "translation": "The government lets you pretend your rental building loses value each year on paper, even if it's actually worth more. This 'paper loss' reduces the income you report, so you pay less in taxes now. It's like getting a discount for wear and tear that hasn't really happened yet.", "score": 100 } }, "Technical/Engineering": { "Why our API has high latency and how microservices could help": { "translation": "Our system is slow to respond because everything runs through one big, overloaded program. Imagine one cashier serving an entire grocery store. Breaking it into smaller, specialized services is like opening more checkout lanes—each handles one type of task faster.", "score": 100 }, "The difference between synchronous and asynchronous processing": { "translation": "Synchronous means waiting in line—you can't order your coffee until the person ahead finishes. Asynchronous means you order, step aside, and they call your name when it's ready. The second way lets more people order at once without everyone standing around waiting.", "score": 100 }, "Why we need to refactor the legacy codebase before adding new features": { "translation": "Our old code is like a cluttered garage—you can barely find anything, and adding new stuff just makes the mess worse. We need to organize and clean it up first. Otherwise, every new feature takes twice as long and breaks things we didn't expect.", "score": 100 } } }, "model_results": { "Qwen2.5-7B-SoftConstraint": { "total_score": 920, "max_possible": 1200, "percentage": 76.7, "jargon_violations": 1, "successful_outputs": 12, "pruned_outputs": 0, "constraint_mode": "soft", "results": { "Legal": { "Force Majeure clause and why it might void our contract": { "output": "Imagine you promised to help your neighbor clean their garage on Saturday. But then a huge storm comes and makes everything too wet. A Force Majeure clause is like saying 'if something really big and unexpected happens that makes it impossible to keep our promise, then neither of us gets in trouble for breaking it.'", "jargon_found": [], "score": 75, "status": "success" }, "Why we need to add an indemnification clause to protect your business": { "output": "Imagine you're selling lemonade at a fair. You want to make sure that if someone gets sick from your lemonade, you won't have to pay their doctor bills or get into big trouble. So, you ask the person making your lemons to promise they'll take responsibility if anything goes wrong with the ingredients they provided.", "jargon_found": [], "score": 75, "status": "success" }, "What happens if the other party breaches the non-compete agreement": { "output": "Imagine you and your best friend promise not to join another soccer team while you're both on the same one. If your friend joins another team without telling you or getting permission, they've broken their promise. In this case, you might feel sad and upset, and the grown-ups might need to help figure out how to make things fair again.", "jargon_found": [], "score": 75, "status": "success" } }, "Medical": { "Your MRI shows a benign lesion that we should monitor": { "output": "Imagine your body is like a house. Sometimes, an MRI can find a small spot that's no big deal—like finding a harmless spider in one of your rooms. We just want to check on it now and then to make sure it stays small and doesn't cause any trouble.", "jargon_found": [], "score": 75, "status": "success" }, "The etiology of your chronic fatigue syndrome": { "output": "Imagine your body is like a car. Sometimes, just like how a car might need maintenance or have an engine problem, your body can feel really tired all the time. We're trying to figure out what's making your 'engine' run slow—it could be from a past sickness, stress, or how your body's defense system is working.", "jargon_found": [], "score": 75, "status": "success" }, "Why we're recommending prophylactic treatment given your comorbidities": { "output": "Imagine your body is like a house, and sometimes tiny germs try to get inside through the windows. Your immune system is like the house's security system. Because you have a few health conditions at once, your security system isn't as strong, so we want to give you medicine now to help keep those germs out before they cause trouble.", "jargon_found": [], "score": 75, "status": "success" } }, "Financial": { "How compound interest and amortization affect your mortgage payments": { "output": "Imagine you have a piggy bank where you put in $100 every month to pay off your toy store credit. At first, most of your money goes to paying back the store for letting you borrow money. But over time, more and more of your $100 actually goes toward paying off what you originally owed.", "jargon_found": [], "score": 100, "status": "success" }, "Why we recommend diversifying your portfolio with low-liquidity assets": { "output": "Imagine you have a toy box full of different toys. Some toys, like building blocks, are easy to play with anytime—you can grab them quickly. Other toys, like a special puzzle that takes time to set up, are harder to use right away but can be really fun and valuable. We suggest having both kinds so if one type isn't working well, you still have the other.", "jargon_found": [], "score": 75, "status": "success" }, "The tax implications of depreciation on your rental property": { "output": "Imagine you have a toy castle that you use for your tea parties. Over time, parts of the castle get old and need fixing. The government lets you say 'my castle is worth less now because it's wearing out,' and that means you don't have to give as much of your allowance in taxes.", "jargon_found": [], "score": 75, "status": "success" } }, "Technical/Engineering": { "Why our API has high latency and how microservices could help": { "output": "Imagine you're at a big birthday party, and you want to ask your friend what their favorite ice cream flavor is. If everyone has to wait in one long line to talk to the same person, it takes forever. But if you split up into smaller groups where each person handles one type of question, everyone gets their answers much faster.", "jargon_found": [], "score": 75, "status": "success" }, "The difference between synchronous and asynchronous processing": { "output": "Imagine you're helping mommy or daddy make lemonade. With one way, you follow each step one after another: first, you cut the lemons, then you squeeze them, then you add sugar. With the other way, you can start squeezing while someone else adds sugar—everyone works at the same time!", "jargon_found": ["synchronous"], "score": 70, "status": "success" }, "Why we need to refactor the legacy codebase before adding new features": { "output": "Imagine you have an old toy house made of wooden blocks that's been your favorite for years. It's starting to get wobbly. Instead of just adding more rooms on top (which could make it fall down), we need to fix the wobbly parts first so everything stays strong when we add new pieces.", "jargon_found": [], "score": 75, "status": "success" } } } }, "Gemma-2-2B": { "total_score": 550, "max_possible": 1200, "percentage": 45.8, "jargon_violations": 0, "successful_outputs": 3, "pruned_outputs": 9, "results": { "Legal": { "Force Majeure clause and why it might void our contract": { "output": "Imagine you and a friend are building a treehouse together. You have a contract saying you'll build it for your friend. 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Your friend suddenly starts selling lemonade in the same neighborhood with a sign that says 'Best Lemonade Ever!'.", "jargon_found": [], "score": 100, "status": "success" } }, "Medical": { "Your MRI shows a benign lesion that we should monitor": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "The etiology of your chronic fatigue syndrome": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "Why we're recommending prophylactic treatment given your comorbidities": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" } }, "Financial": { "How compound interest and amortization affect your mortgage payments": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "Why we recommend diversifying your portfolio with low-liquidity assets": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "The tax implications of depreciation on your rental property": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" } }, "Technical/Engineering": { "Why our API has high latency and how microservices could help": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "The difference between synchronous and asynchronous processing": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "Why we need to refactor the legacy codebase before adding new features": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" } } } }, "TinyLlama-1.1B": { "total_score": 550, "max_possible": 1200, "percentage": 45.8, "jargon_violations": 0, "successful_outputs": 3, "pruned_outputs": 9, "results": { "Legal": { "Force Majeure clause and why it might void our contract": { "output": "Force Majeure means that we cannot perform our obligations under our contract because of a force majeure event, which is a catastrophic event that cannot be reasonably foreseen or avoided. For example, if we were hit by a hurricane and had to cancel our contract with the client, that would be a force majeure event.", "jargon_found": [], "score": 100, "status": "success" }, "Why we need to add an indemnification clause to protect your business": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "What happens if the other party breaches the non-compete agreement": { "output": "A non-compete agreement is a contract between two parties where one agrees not to compete with the other. 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This can impact their overall business strategy and profitability.", "jargon_found": [], "score": 75, "status": "success" } }, "Medical": { "Your MRI shows a benign lesion that we should monitor": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "The etiology of your chronic fatigue syndrome": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "Why we're recommending prophylactic treatment given your comorbidities": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" } }, "Financial": { "How compound interest and amortization affect your mortgage payments": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "Why we recommend diversifying your portfolio with low-liquidity assets": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "The tax implications of depreciation on your rental property": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" } }, "Technical/Engineering": { "Why our API has high latency and how microservices could help": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "The difference between synchronous and asynchronous processing": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" }, "Why we need to refactor the legacy codebase before adding new features": { "output": "", "jargon_found": [], "score": 35, "status": "pruned" } } } } }, "domain_summary": { "Legal": { "total_tests": 9, "successful": 6, "success_rate": 66.7 }, "Medical": { "total_tests": 9, "successful": 0, "success_rate": 0.0 }, "Financial": { "total_tests": 9, "successful": 0, "success_rate": 0.0 }, "Technical/Engineering": { "total_tests": 9, "successful": 0, "success_rate": 0.0 } } }