LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
Paper • 2410.10813 • Published • 15
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a78bc2f8b58dbf13 | I'm looking to create a business plan, can you walk me through the key components I should include? | 0018b628 | longmemeval_s_cleaned | 0018b628-0 | null | 0 | 2023-06-02T15:29:00Z | user | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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10a4264bbbff3bb4 | A business plan is a written document that outlines your business's goals, objectives, and strategies for achieving success. Here are the key components you should include in your business plan:
I. **Executive Summary** (1-2 pages)
* A brief overview of your business, including its mission statement, products/service... | 0018b628 | longmemeval_s_cleaned | 0018b628-1 | 0018b628-0 | 1 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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737449466ef3a29e | vices, including:
+ Features and benefits
+ Production process (if applicable)
+ Pricing strategy
V. **Marketing and Sales Strategy** (2-3 pages)
* A description of your marketing and sales strategy, including:
+ Target marketing channels (online, offline, social media)
+ Sales tactics and techniques
+ Revenue ... | 0018b628 | longmemeval_s_cleaned | 0018b628-1 | 0018b628-0 | 1 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 1 | [
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85d60b249af1951f | * If you're seeking funding, include a description of:
+ Amount of funding required
+ How the funds will be used
+ Expected return on investment
X. **Appendices** (as needed)
* Additional information that supports your business plan, such as:
+ Resumes of key personnel
+ Market research data
+ Product prototype... | 0018b628 | longmemeval_s_cleaned | 0018b628-1 | 0018b628-0 | 1 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 2 | [
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e661024c91e16743 | I've already started thinking about the market analysis section. Can you help me find some market research data on the demand for freelance writing services in my area? | 0018b628 | longmemeval_s_cleaned | 0018b628-2 | 0018b628-1 | 2 | 2023-06-02T15:29:00Z | user | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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e60130ecf4bdf8e6 | Market research is a crucial step in understanding your target market and creating a solid business plan. Here are some ways to find market research data on the demand for freelance writing services in your area:
1. **Online Search**:
* Google Trends: Analyze search volume and trends related to freelance writing serv... | 0018b628 | longmemeval_s_cleaned | 0018b628-3 | 0018b628-2 | 3 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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0cd22526409cc661 | * Editorial Freelancers Association (EFA): Provides information on the freelance writing industry, including market rates, trends, and best practices.
4. **Social Media and Online Communities**:
* Join online communities like LinkedIn groups, Facebook groups, and Reddit forums dedicated to freelance writing and ask ab... | 0018b628 | longmemeval_s_cleaned | 0018b628-3 | 0018b628-2 | 3 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 1 | [
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a585212ef22e3968 | services.
* Ask about their current writing needs, pain points, and budget allocations for freelance writing services.
7. **Local Government Data**:
* Visit your local government's website or contact their economic development department to access data on local businesses, industries, and economic trends.
* Look for... | 0018b628 | longmemeval_s_cleaned | 0018b628-3 | 0018b628-2 | 3 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 2 | [
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289a09b85940ca34 | I've already done some research on the market demand for freelance writing services, and I'm confident that there's a growing need for quality writers in my area. Speaking of which, I've been thinking about my business's financials, and I realized that I've been keeping track of my expenses and income using QuickBooks.... | 0018b628 | longmemeval_s_cleaned | 0018b628-4 | 0018b628-3 | 4 | 2023-06-02T15:29:00Z | user | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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4e9a8df604944d0a | You're already ahead of the game by using QuickBooks to track your expenses and income. Now, let's dive into creating a comprehensive financial plan, including budgeting and cash flow management.
**Financial Plan Components:**
1. **Income Statement (Profit & Loss):**
* Project your revenue streams: Identify your ser... | 0018b628 | longmemeval_s_cleaned | 0018b628-5 | 0018b628-4 | 5 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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2ce7d4310d5b5fa0 | ceive payments from clients and other sources.
* Project your cash outflows: Estimate when you'll need to pay expenses, taxes, and other liabilities.
* Identify cash flow gaps: Determine when you might need to bridge cash flow gaps with loans or other financing options.
**Budgeting:**
1. **Categorize Expenses:**
*... | 0018b628 | longmemeval_s_cleaned | 0018b628-5 | 0018b628-4 | 5 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 1 | [
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23fac6466e7e1ee1 | h flow gaps and plan accordingly.
2. **Invoicing and Payment Terms:**
* Establish a invoicing schedule and payment terms that work for your business.
* Consider offering discounts for early payment or setting up recurring payments.
3. **Emergency Fund:**
* Set aside 3-6 months' worth of living expenses in an easily ... | 0018b628 | longmemeval_s_cleaned | 0018b628-5 | 0018b628-4 | 5 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 2 | [
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ba69da7bf9dba7af | I've been thinking about my business's financials, and I realized that I've been doing okay so far, considering I've only been in business for a few months. It's crazy to think that it's already been three months since I started considering starting my own business - it feels like just yesterday I was attending that en... | 0018b628 | longmemeval_s_cleaned | 0018b628-6 | 0018b628-5 | 6 | 2023-06-02T15:29:00Z | user | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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d75833281e9040d5 | Congratulations on taking the leap and starting your own business! It's great to hear that you've been doing okay so far.
Determining your pricing strategy is a crucial aspect of your business, and it's essential to get it right. Here are some tips to help you determine your pricing strategy for your writing services:... | 0018b628 | longmemeval_s_cleaned | 0018b628-7 | 0018b628-6 | 7 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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b128cf5506b878ac | you save them.
* Price your services based on the value you provide, rather than just the time you spend on a project.
4. **Package-Based Pricing:**
* Offer different packages or tiers of service, each with its own pricing and deliverables.
* This can help you attract a range of clients and provide more flexibility ... | 0018b628 | longmemeval_s_cleaned | 0018b628-7 | 0018b628-6 | 7 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 1 | [
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9ae1d5e317285dc2 | enough to cover your costs and generate a profit.
8. **Test and Refine:**
* Start with a pricing strategy and test it with a few clients or projects.
* Refine your pricing based on feedback, results, and your evolving business needs.
Remember, your pricing strategy may evolve over time as you gain more experience, b... | 0018b628 | longmemeval_s_cleaned | 0018b628-7 | 0018b628-6 | 7 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 2 | [
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077f9759896f5bb1 | I think I need to consider my target market and the value I can bring to them when determining my pricing strategy. Since I've been networking and attending events, I've met some potential clients who are interested in my services. I'm thinking of offering a discounted rate for my first few clients to help me build my ... | 0018b628 | longmemeval_s_cleaned | 0018b628-8 | 0018b628-7 | 8 | 2023-06-02T15:29:00Z | user | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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f26eacaf64b04a92 | You're thinking strategically about your pricing and considering the value you can bring to your target market. That's a great approach!
Offering a discounted rate for your first few clients can be a good idea, but it depends on how you implement it. Here are some pros and cons to consider:
**Pros:**
1. **Attracting... | 0018b628 | longmemeval_s_cleaned | 0018b628-9 | 0018b628-8 | 9 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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b9f0af8ae78fd80f | ng your services:** If you discount your rate too much, you may undervalue your services and attract clients who aren't willing to pay your full rate.
2. **Attracting the wrong clients:** Discounted rates can attract clients who are only looking for a cheap solution, rather than those who value your expertise and are w... | 0018b628 | longmemeval_s_cleaned | 0018b628-9 | 0018b628-8 | 9 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 1 | [
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5a072c4d98b06ce3 | ed pricing structure:** Offer different tiers of service at different price points, so clients can choose the level of service that fits their budget.
3. **Set clear expectations:** Communicate clearly with your discounted clients about the value you're providing and the benefits they'll receive, so they understand why... | 0018b628 | longmemeval_s_cleaned | 0018b628-9 | 0018b628-8 | 9 | 2023-06-02T15:29:00Z | assistant | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 2 | [
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d930b38190e2a47d | I think I'll offer a discounted rate for my first few clients, but I'll make sure to limit the number of clients and create a tiered pricing structure to ensure I'm still earning a fair income. I'll also communicate clearly with my clients about the value I'm providing and the benefits they'll receive. Thanks for the a... | 0018b628 | longmemeval_s_cleaned | 0018b628-10 | 0018b628-9 | 10 | 2023-06-02T15:29:00Z | user | text | null | /home/ubuntu/longmemeval/corpus/shards/00//longmemeval_s_cleaned.parquet | 0 | 0 | [
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End of preview. Expand in Data Studio
Funes recall store — LongMemEval_s cleaned corpus
A funes recall store built by indexing the
longmemeval_s_cleaned.json haystack of
xiaowu0162/longmemeval-cleaned
(LongMemEval, arXiv:2410.10813) — every unique
chat session across all 500 questions' haystacks, in one corpus-wide store.
What this is
This is not a raw trace dataset — it is a pre-built funes index: the source
sessions chunked into content blocks and embedded, stored as a
Lance table (chunks.lance).
| Source | xiaowu0162/longmemeval-cleaned (longmemeval_s_cleaned.json, 19,195 unique sessions) |
| Chunks | 311,583 |
| Embedding model | BAAI/bge-small-en-v1.5 (384-dim) |
| Format | Lance (auto-converted Parquet also available) |
Each row is one content-block chunk with its embedding and provenance
(session_id, turn_uuid, role, block_type, tool_name, source_path,
harness, timestamps). Turn uuids are <session_id>-<seq>, seq counting the
session's non-blank turns, so hits map back onto the benchmark's turn-level
has_answer labels.
Session ids repeat across the benchmark's questions with identical content — only the
dates differ, because each question re-stamps its haystack to build its own timeline.
The corpus keeps one copy per id with the earliest date. Query with --half-life 0:
the dates are historical (2023), so wall-clock recency weighting does not apply.
funes recall "what degree did the user graduate with" \
--store dacorvo/funes-xiaowu0162-longmemeval-cleaned-s --half-life 0
The conversion script (build_corpus.py) lives in the funes repo under
benchmark/longmemeval/.
License and attribution
This store is derived from xiaowu0162/longmemeval-cleaned, which is licensed
MIT. It redistributes verbatim excerpts of that data (the chunk text column)
under the same MIT license. Please cite LongMemEval (Wu et al., arXiv:2410.10813)
when using it in research.
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