From 538225ecaac5c2636ee6e3f74dc825d2e9b2b9f7 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Fri, 29 May 2026 22:21:57 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
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Model: openbmb/BitCPM-CANN-3B
Source: Original Platform
---
 .gitattributes          |     35 +
 README.md               |    161 +
 config.json             |     31 +
 generation_config.json  |      8 +
 pytorch_model.bin       |      3 +
 special_tokens_map.json |     81 +
 tokenizer.json          | 177952 +++++++++++++++++++++++++++++++++++++
 tokenizer.model         |      3 +
 tokenizer_config.json   |    116 +
 9 files changed, 178390 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 config.json
 create mode 100644 generation_config.json
 create mode 100644 pytorch_model.bin
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer.model
 create mode 100644 tokenizer_config.json

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diff --git a/README.md b/README.md
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--- /dev/null
+++ b/README.md
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+---
+license: apache-2.0
+language:
+- zh
+- en
+pipeline_tag: text-generation
+library_name: transformers
+---
+<div align="center">
+<img src="https://github.com/OpenBMB/MiniCPM/blob/main/assets/minicpm_logo.png?raw=true" width="500em" ></img> 
+</div>
+
+<p align="center">
+<a href="https://github.com/OpenBMB/MiniCPM/" target="_blank">GitHub Repo</a> |
+<a href="https://github.com/OpenBMB/MiniCPM/blob/main/docs/BitCPM_CANN.pdf" target="_blank">Technical Report</a> 
+</p>
+<p align="center">
+👋 Join us on <a href="https://discord.gg/3cGQn9b3YM" target="_blank">Discord</a> and <a href="https://github.com/OpenBMB/MiniCPM/blob/main/assets/wechat.jpg" target="_blank">WeChat</a>
+</p>
+
+## Introduction
+
+BitCPM-CANN is the first end-to-end 1.58-bit (ternary) large language model training system natively built on Huawei Ascend NPU. The system integrates quantization-aware training (QAT) into the Megatron-LM framework with MindSpeed acceleration, covering the full training stack from custom ternary operators to distributed parallel training on Ascend 910B.
+
+We train a family of four models—BitCPM-CANN-0.5B/1B/3B/8B—and evaluate them against their full-precision MiniCPM4 counterparts across 11 benchmarks. The 1B/3B/8B models retain **95.7%–97.2%** of full-precision performance, while enabling approximately **6× memory reduction** at inference time. QAT introduces only **5% training throughput overhead** (148 vs. 155 TFLOP/s per NPU).
+
+### Key Features
+
+- 🔬 **1.58-Bit Ternary Quantization**: Compresses model weights to ternary values {-1, 0, 1}, achieving ~90% bit-width reduction compared to BF16.
+- 🖥️ **Native Ascend NPU Training**: First publicly reported 1.58-bit training effort on domestic NPU platform at 8B scale, establishing reusable low-bit training infrastructure for the Ascend ecosystem.
+- ⚡ **Minimal Training Overhead**: Only 5% throughput degradation compared to full-precision training on Ascend 910B.
+- 📦 **~6× Inference Memory Reduction**: Enables longer contexts, more serving replicas, and edge deployment on consumer devices.
+
+### Important Note
+
+> The models in this repository are in **pseudo-quantized (fake quantization) format**. This means the weights are stored in standard floating-point format with ternary values already applied during training. You can load and run inference with these models **exactly the same way as full-precision models**—no special quantization libraries or custom kernels are required.
+
+## BitCPM-CANN Model Family
+
+| Model | HuggingFace | GGUF |
+|-------|-------------|------|
+| BitCPM-CANN-0.5B | [openbmb/BitCPM-CANN-0.5B](https://huggingface.co/openbmb/BitCPM-CANN-0.5B) | [openbmb/BitCPM-CANN-0.5B-gguf](https://huggingface.co/openbmb/BitCPM-CANN-0.5B-gguf) |
+| BitCPM-CANN-1B | [openbmb/BitCPM-CANN-1B](https://huggingface.co/openbmb/BitCPM-CANN-1B) | [openbmb/BitCPM-CANN-1B-gguf](https://huggingface.co/openbmb/BitCPM-CANN-1B-gguf) |
+| BitCPM-CANN-3B | [openbmb/BitCPM-CANN-3B](https://huggingface.co/openbmb/BitCPM-CANN-3B) | [openbmb/BitCPM-CANN-3B-gguf](https://huggingface.co/openbmb/BitCPM-CANN-3B-gguf) |
+| BitCPM-CANN-8B | [openbmb/BitCPM-CANN-8B](https://huggingface.co/openbmb/BitCPM-CANN-8B) | [openbmb/BitCPM-CANN-8B-gguf](https://huggingface.co/openbmb/BitCPM-CANN-8B-gguf) |
+
+## Usage
+
+### Inference with Transformers
+
+Since BitCPM-CANN models are in pseudo-quantized format, you can use them exactly like standard full-precision models:
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+torch.manual_seed(0)
+
+path = 'openbmb/BitCPM-CANN-3B'
+device = "cuda"
+tokenizer = AutoTokenizer.from_pretrained(path)
+model = AutoModelForCausalLM.from_pretrained(path, torch_dtype=torch.bfloat16, device_map=device, trust_remote_code=True)
+
+# User can directly use the chat interface
+responds, history = model.chat(tokenizer, "Write an article about Artificial Intelligence.", temperature=0.7, top_p=0.7)
+print(responds)
+
+# User can also use the generate interface
+# messages = [
+#     {"role": "user", "content": "Write an article about Artificial Intelligence."},
+# ]
+# prompt_text = tokenizer.apply_chat_template(
+#     messages,
+#     tokenize=False,
+#     add_generation_prompt=True,
+# )
+# model_inputs = tokenizer([prompt_text], return_tensors="pt").to(device)
+
+# model_outputs = model.generate(
+#     **model_inputs,
+#     max_new_tokens=1024,
+#     top_p=0.7,
+#     temperature=0.7
+# )
+# output_token_ids = [
+#     model_outputs[i][len(model_inputs[i]):] for i in range(len(model_inputs['input_ids']))
+# ]
+
+# responses = tokenizer.batch_decode(output_token_ids, skip_special_tokens=True)[0]
+# print(responses)
+```
+
+## Evaluation Results
+
+### Main Results
+
+BitCPM-CANN models are evaluated against their full-precision MiniCPM4 counterparts across 11 benchmarks spanning commonsense reasoning, domain knowledge, and mathematics & reasoning.
+
+| Task | 8B FP | 8B Ternary | 3B FP | 3B Ternary | 1B FP | 1B Ternary | 0.5B FP | 0.5B Ternary |
+|------|-------|------------|-------|------------|-------|------------|---------|--------------|
+| ARC-c | 87.46 | 86.10 | 80.34 | 78.98 | 64.41 | 67.12 | 51.86 | 50.51 |
+| ARC-e | 95.06 | 93.47 | 92.77 | 88.36 | 79.89 | 79.01 | 71.78 | 65.08 |
+| BoolQ | 84.89 | 83.39 | 79.85 | 77.89 | 68.38 | 65.50 | 62.29 | 43.55 |
+| PIQA | 80.52 | 78.78 | 70.57 | 72.69 | 66.16 | 65.45 | 60.99 | 58.49 |
+| WinoGrande | 63.30 | 61.17 | 58.41 | 52.96 | 51.62 | 53.28 | 51.07 | 51.54 |
+| CMMLU | 80.62 | 78.92 | 78.11 | 76.53 | 74.57 | 67.42 | 65.22 | 60.49 |
+| C-Eval | 81.36 | 77.50 | 75.85 | 75.89 | 73.25 | 65.96 | 66.11 | 60.74 |
+| MMLU | 75.83 | 70.65 | 66.95 | 64.41 | 57.71 | 57.71 | 55.55 | 50.73 |
+| MMLU-Redux | 77.14 | 69.85 | 65.82 | 60.07 | 54.80 | 54.16 | 48.00 | 43.79 |
+| BBH | 76.72 | 70.70 | 68.29 | 68.30 | 64.40 | 60.40 | 49.87 | 47.44 |
+| GSM8K | 91.51 | 85.75 | 81.64 | 79.45 | 63.15 | 61.56 | 52.08 | 39.42 |
+| **Average (11 tasks)** | **81.31** | **77.84** | **74.42** | **72.32** | **65.30** | **63.42** | **57.71** | **51.98** |
+| **Retention** | | **95.7%** | | **97.2%** | | **97.1%** | | **90.1%** |
+
+### Key Observations
+
+- **1B and above achieve ≥95.7% retention**: The 3B model achieves the highest retention at 97.2%, demonstrating that ternary QAT at this scale introduces minimal capability loss.
+- **0.5B reveals scale-dependent sensitivity**: The smallest model retains 90.1%, indicating that quantization perturbation is more damaging when model capacity is limited.
+- **1:1 alignment with MiniCPM4**: The matched evaluation enables direct substitution decisions—deployments can replace specific full-precision models with their ternary counterparts with clearly quantified trade-offs.
+
+### Training Efficiency
+
+| Configuration | TFLOP/s per NPU | Overhead |
+|---------------|-----------------|----------|
+| Full-precision | 155 | — |
+| Ternary QAT | 148 | 4.5% |
+
+System-level throughput on 2-node 16-card Ascend 910C:
+- 3B model: ~2700 tokens/s per card
+- 8B model: ~1340 tokens/s per card
+
+## Technical Approach
+
+BitCPM-CANN uses a ternary quantizer that maps each weight group to {-1, 0, 1} scaled by a group-wise factor, trained with Straight-Through Estimator (STE) for gradient flow. The training follows a two-stage strategy: **complete QAT followed by post-training distillation**, which avoids amplifying training instability during early training.
+
+The system is built as a four-layer vertical stack on Ascend NPU:
+1. **QAT Training Logic**: Ternary quantizer with STE, pluggable quantization layers in Megatron-LM.
+2. **Megatron-LM Quantized Model Layer**: Tensor-parallel linear layers with integrated weight/activation quantizers.
+3. **Framework Entry Layer**: `torch_npu` and `mindspeed.megatron_adaptor` injection for NPU execution.
+4. **Ascend Software-Hardware Stack**: MindSpeed, CANN, HCCL communication, Ascend 910B NPU hardware.
+
+For full technical details, please refer to our [Technical Report](https://github.com/OpenBMB/MiniCPM/blob/main/docs/BitCPM_CANN.pdf).
+
+## Statement
+- As a language model, BitCPM-CANN generates content by learning from a vast amount of text. 
+- However, it does not possess the ability to comprehend or express personal opinions or value judgments. 
+- Any content generated by BitCPM-CANN does not represent the viewpoints or positions of the model developers. 
+- Therefore, when using content generated by BitCPM-CANN, users should take full responsibility for evaluating and verifying it on their own.
+
+## LICENSE
+- This repository and BitCPM-CANN models are released under the [Apache-2.0](https://github.com/OpenBMB/MiniCPM/blob/main/LICENSE) License. 
+
+## Citation
+- Please cite our technical report if you find our work valuable.
+
+```bibtex
+@article{bitcpmcann,
+  title={{BitCPM-CANN}: Native 1.58-Bit Large Language Model Training on Ascend NPU},
+  author={BitCPM Team},
+  year={2026}
+}
+```
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..890f88c
--- /dev/null
+++ b/config.json
@@ -0,0 +1,31 @@
+{
+    "_name_or_path": "openbmb/CPM-2B",
+    "architectures": [
+        "LlamaForCausalLM"
+    ],
+    "bos_token_id": 1,
+    "eos_token_id": [2,73440],
+    "pad_token_id": 2,
+    "hidden_act": "silu",
+    "hidden_size": 2560,
+    "initializer_range": 0.1,
+    "intermediate_size": 10240,
+    "head_dim": 128,
+    "max_position_embeddings": 32768,
+    "model_type": "llama",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 2,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": {
+        "factor": 1.0,
+        "rope_type": "longrope", 
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+	"short_factor": [0.9977997200264581, 1.014658295992452, 1.0349680404997148, 1.059429246056193, 1.0888815016813513, 1.1243301355211495, 1.166977103606075, 1.2182568066927284, 1.2798772354275727, 1.3538666751582975, 1.4426259039919596, 1.5489853358570191, 1.6762658237220625, 1.8283407612492941, 2.0096956085876183, 2.225478927469756, 2.481536379650452, 2.784415934557119, 3.1413289096347365, 3.560047844772632, 4.048719380066383, 4.615569542115128, 5.2684819496549835, 6.014438591970396, 6.858830049237097, 7.804668263503327, 8.851768731513417, 9.99600492938444, 11.228766118181639, 12.536757560834843, 13.902257701387796, 15.303885189125953, 16.717837610115794, 18.119465097853947, 19.484965238406907, 20.792956681060105, 22.02571786985731, 23.16995406772833, 24.217054535738416, 25.16289275000465, 26.007284207271347, 26.753240849586767, 27.40615325712662, 27.973003419175363, 28.461674954469114, 28.880393889607006, 29.237306864684626, 29.540186419591297, 29.79624387177199, 30.01202719065413, 30.193382037992453, 30.34545697551969, 30.47273746338473, 30.579096895249787, 30.66785612408345, 30.741845563814174, 30.80346599254902, 30.85474569563567, 30.897392663720595, 30.932841297560394, 30.962293553185553, 30.986754758742034, 31.007064503249293, 31.02392307921529],
+	"original_max_position_embeddings": 32768
+    },
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.36.0",
+    "use_cache": true,
+    "vocab_size": 73448
+}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..1d3bb1e
--- /dev/null
+++ b/generation_config.json
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+{
+    "do_sample": true,
+    "top_p": 0.8,
+    "temperature": 0.8,
+    "bos_token_id": 1,
+    "eos_token_id": [2,73440],
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+}
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+oid sha256:ddb8522bfbf14d1408899f9e0f186ea55b84e89ee4156b6a61ad06faf0c6285e
+size 7211764418
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new file mode 100644
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new file mode 100644
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+      "assertEquals": 13879,
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+      "▁Recommend": 53277,
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+      "注意的是": 53279,
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+      "而言之": 53394,
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+      "您所选定的客房": 53457,
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+      "##############\\": 53475,
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+      "▁progressed": 53477,
+      "也叫": 53478,
+      "何以": 53479,
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+      "▁kon": 53482,
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+      "也有很多": 53486,
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+      "▁Rates": 53502,
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+      "罪犯奖惩审批表": 53535,
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+      "第六十四条": 56276,
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+      "▁scalp": 56286,
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+      "曾用名": 56289,
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+      "圈的": 56309,
+      "▁Egg": 56310,
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+      "▁Gujarat": 56329,
+      "odds": 56330,
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+      "▁commissioner": 56346,
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+      "▁scav": 56352,
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+      "▁fibroblast": 56354,
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+      "ancellationToken": 56370,
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+      "纯属": 56372,
+      "negie": 56373,
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+      "大都": 56379,
+      "越小": 56380,
+      "atonin": 56381,
+      "istine": 56382,
+      "习近平总书记": 56383,
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+      "向本院提供被执行人": 56392,
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+      "▁twentieth": 56399,
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+      "▁俱乐部": 56423,
+      "所产生的": 56424,
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+      "▁commit ment",
+      "▁mach ines",
+      "▁machine s",
+      "地 铁",
+      "▁ent ries",
+      "▁entr ies",
+      "▁ entries",
+      "▁sur faces",
+      "▁surface s",
+      "▁surf aces",
+      "展 览",
+      "▁V ideo",
+      "▁Vid eo",
+      "▁ Video",
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+      "iph eral",
+      "▁\" \"\\",
+      "▁\"\" \\",
+      "▁ \"\"\\",
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+      "▁Ke nt",
+      "▁Ken t",
+      "na s",
+      "n as",
+      "▁Joh nson",
+      "▁John son",
+      "▁Johns on",
+      "▁Ill uminate",
+      "▁ Illuminate",
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+      "十 二月",
+      "▁Pac ific",
+      "▁ Pacific",
+      "为 何",
+      "▁ 周",
+      "间 的",
+      "sh ared",
+      "sha red",
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+      "加 大",
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+      "▁m ountain",
+      "▁mount ain",
+      "▁Dem ocratic",
+      "▁Democr atic",
+      "▁Democrat ic",
+      "name space",
+      "names pace",
+      "n amespace",
+      "▁dom estic",
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+      "十 八条",
+      "▁c oc",
+      "▁co c",
+      "第二百五十 三",
+      "▁d ental",
+      "▁den tal",
+      "▁dent al",
+      "▁L ow",
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+      "ju nit",
+      "jun it",
+      "j unit",
+      "▁Pro blem",
+      "▁Prob lem",
+      "▁ Problem",
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+      "n Te",
+      "国 的",
+      "▁e g",
+      "▁ eg",
+      "in er",
+      "ine r",
+      "i ner",
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+      "ell ite",
+      "elli te",
+      "总 统",
+      "▁sur ve",
+      "▁surv e",
+      "的 本次执行程序",
+      "▁ass uming",
+      "▁assum ing",
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+      "b d",
+      "assert Equal",
+      "II I",
+      "I II",
+      "▁bacter ia",
+      "▁A BC",
+      "▁AB C",
+      "▁ ABC",
+      "▁we ap",
+      "bi an",
+      "bia n",
+      "b ian",
+      "法律 法规",
+      "▁anti body",
+      "▁antib ody",
+      "F i",
+      "Mo ck",
+      "M ock",
+      "外 观",
+      "电 压",
+      "养 老",
+      "ist ered",
+      "ister ed",
+      "iste red",
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+      "▁I de",
+      "▁Id e",
+      "补 偿",
+      "▁p ert",
+      "▁per t",
+      "▁pe rt",
+      "▁ pert",
+      "得到 了",
+      "得 到了",
+      "mi r",
+      "m ir",
+      "N e",
+      "▁inflamm atory",
+      "▁ inflammatory",
+      "v c",
+      "▁Mat hematics",
+      "▁Math ematics",
+      "▁Mathematic s",
+      "is ition",
+      "isi tion",
+      "pl ugins",
+      "plugin s",
+      "plug ins",
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+      "▁aw ards",
+      "▁award s",
+      "▁Ab out",
+      "▁ About",
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+      "▁reg istration",
+      "▁registr ation",
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+      "广 播",
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+      "i ox",
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+      "cle an",
+      "c lean",
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+      "S F",
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+      "▁ 我",
+      "row se",
+      "rows e",
+      "▁I rish",
+      "▁Ir ish",
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+      "ace nt",
+      "a cent",
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+      "into n",
+      "i nton",
+      "Date Time",
+      "▁St udio",
+      "▁Stud io",
+      "▁ Studio",
+      "▁re veal",
+      "▁reve al",
+      "▁rev eal",
+      "re view",
+      "rev iew",
+      "▁S ports",
+      "▁Sp orts",
+      "▁Sport s",
+      "▁N C",
+      "▁ NC",
+      "▁administr ative",
+      "八 日",
+      "▁a ges",
+      "▁ag es",
+      "▁age s",
+      "▁ ages",
+      "▁im mediate",
+      "▁immed iate",
+      "扩 展",
+      "▁r ailway",
+      "▁rail way",
+      "▁Ex ample",
+      "▁Exam ple",
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+      "▁in jection",
+      "▁inj ection",
+      "▁inject ion",
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+      "圆 的",
+      "▁▁ ▁▁▁▁▁",
+      "▁▁▁▁ ▁▁▁",
+      "▁▁▁▁▁▁ ▁",
+      "▁▁▁ ▁▁▁▁",
+      "▁▁▁▁▁ ▁▁",
+      "▁ ▁▁▁▁▁▁",
+      "▁I g",
+      "▁ Ig",
+      "▁h ospit",
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+      "▁ EU",
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+      "ogg le",
+      "▁C oll",
+      "▁Col l",
+      "▁Co ll",
+      "▁ Coll",
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+      "He ad",
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+      "▁defe nse",
+      "应 对",
+      "nCare er",
+      "nCar eer",
+      "▁access ible",
+      "▁ accessible",
+      "拘 留",
+      "的第 二",
+      "的 第二",
+      "市 委",
+      "It ems",
+      "Item s",
+      "工程 师",
+      "▁le uk",
+      "▁ leuk",
+      "期限 内",
+      "休 息",
+      "▁br inging",
+      "▁bring ing",
+      "内 心",
+      "lo ader",
+      "load er",
+      "八 月",
+      "指 挥",
+      "▁s ter",
+      "▁st er",
+      "▁ste r",
+      "▁ ster",
+      "▁em otional",
+      "▁emot ional",
+      "▁emotion al",
+      "▁enjoy ed",
+      "i h",
+      "▁P romise",
+      "▁Prom ise",
+      "▁ Promise",
+      "▁U I",
+      "▁ UI",
+      "指控 被告人",
+      "▁bas eline",
+      "▁base line",
+      "图 形",
+      "CL US",
+      "▁M iddle",
+      "▁Midd le",
+      "nt hat",
+      "nth at",
+      "n that",
+      "▁character istic",
+      "for ward",
+      "▁bre ath",
+      "▁breat h",
+      "仪 式",
+      "geq slant",
+      "▁p ulmonary",
+      "▁pul monary",
+      "提出 上诉",
+      "о в",
+      "货 款",
+      "孩子 们",
+      "麻 烦",
+      "▁c ensus",
+      "▁cens us",
+      "气 候",
+      "oc olate",
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+      "\\' ],",
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+      "▁met abolic",
+      "▁metab olic",
+      "▁metabol ic",
+      "▁meta bolic",
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+      "▁mark ers",
+      "▁mar kers",
+      "▁marker s",
+      "sub ject",
+      "su bject",
+      "学 的",
+      "该 村",
+      "as ters",
+      "ast ers",
+      "aster s",
+      "aste rs",
+      "a sters",
+      "年 底",
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+      "校 长",
+      "▁L I",
+      "▁ LI",
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+      "▁f eas",
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+      "an ol",
+      "ano l",
+      "a nol",
+      "Que ue",
+      "▁ac ids",
+      "▁acid s",
+      "▁a gricult",
+      "于 本判决",
+      "原审 被告",
+      "L P",
+      "br al",
+      "bra l",
+      "b ral",
+      "ch at",
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+      "c hat",
+      "二 审",
+      "▁ 赵",
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+      "▁la yers",
+      "▁layer s",
+      "▁lay ers",
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+      "▁aware ness",
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+      "▁att ribute",
+      "▁ attribute",
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+      "▁con sequences",
+      "▁consequ ences",
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+      "_\\ \\",
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+      "纷 纷",
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+      "▁tr ends",
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+      "ico ns",
+      "i cons",
+      "▁en dot",
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+      "▁W illiams",
+      "▁Willi ams",
+      "▁William s",
+      "▁he pat",
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+      "投资 者",
+      "N E",
+      "▁d oubt",
+      "▁dou bt",
+      "▁doub t",
+      "com plete",
+      "comp lete",
+      "compl ete",
+      "▁sup plement",
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+      "▁great ly",
+      "▁T ry",
+      "▁Tr y",
+      "▁ Try",
+      "吃 饭",
+      "图 象",
+      "▁I ss",
+      "▁Is s",
+      "▁ Iss",
+      "后 期",
+      "紧 张",
+      "▁not iced",
+      "▁notice d",
+      "Us e",
+      "U se",
+      "而 不",
+      "▁tr ouble",
+      "▁tro uble",
+      "▁trou ble",
+      "▁regular ly",
+      "▁regul arly",
+      "▁P ut",
+      "▁Pu t",
+      "▁ Put",
+      "▁nut r",
+      "▁nu tr",
+      "PASS WORD",
+      "纠纷 一案中",
+      "纠纷一案 中",
+      "▁R ay",
+      "▁Ra y",
+      "▁ Ray",
+      "olog ists",
+      "ologist s",
+      "合同 法",
+      "▁t ags",
+      "▁tag s",
+      "▁ta gs",
+      "▁ tags",
+      "演 唱",
+      "看 起来",
+      "出现 了",
+      "▁t ells",
+      "▁tell s",
+      "▁tel ls",
+      "▁m ales",
+      "▁male s",
+      "▁mal es",
+      "▁ma les",
+      "▁re fr",
+      "▁ref r",
+      "生活 的",
+      "生 活的",
+      "** *",
+      "* **",
+      "市场 的",
+      "市 场的",
+      "解决 方案",
+      "▁K im",
+      "▁Ki m",
+      "▁H on",
+      "▁Ho n",
+      "▁oper ated",
+      "▁operate d",
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+      "▁boy s",
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+      "▁( \\\\",
+      "▁(\\ \\",
+      "▁ (\\\\",
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+      "危险 驾驶",
+      "▁T ODO",
+      "▁TO DO",
+      "▁ TODO",
+      "re ference",
+      "refer ence",
+      "r eference",
+      "加倍支付 迟延履行期间的债务利息",
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+      "▁▁▁▁ ▁▁▁▁▁▁▁",
+      "▁▁▁▁▁▁▁▁ ▁▁▁",
+      "▁▁▁▁▁▁ ▁▁▁▁▁",
+      "▁▁▁▁▁▁▁▁▁▁ ▁",
+      "▁▁▁ ▁▁▁▁▁▁▁▁",
+      "▁▁▁▁▁ ▁▁▁▁▁▁",
+      "▁▁▁▁▁▁▁ ▁▁▁▁",
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+      "▁▁▁▁▁ ▁▁▁▁▁▁▁▁",
+      "▁▁▁▁▁▁▁ ▁▁▁▁▁▁",
+      "▁▁▁▁▁▁▁▁▁ ▁▁▁▁",
+      "▁▁▁▁▁▁▁▁▁▁▁ ▁▁",
+      "▁ ▁▁▁▁▁▁▁▁▁▁▁▁",
+      "诱 导",
+      "▁n ov",
+      "▁no v",
+      "▁ nov",
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+      "l ocks",
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+      "▁Bu g",
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+      "▁S creen",
+      "▁Sc reen",
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+      "▁E RR",
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+      "▁biomark ers",
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+      "▁ 主演",
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+      "拆 迁",
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+      "▁tend er",
+      "▁Liver pool",
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+      "免 费的",
+      "一个 个",
+      "一 个个",
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+      "▁Express ion",
+      "▁Exp ression",
+      "▁ Expression",
+      "▁interpret ed",
+      "立案 执行",
+      "▁dial ogue",
+      "▁dialog ue",
+      "▁t s",
+      "▁ ts",
+      "的重要 性",
+      "的 重要性",
+      "File Name",
+      "世 间",
+      "童 话",
+      "续 航",
+      "才 知道",
+      "nt emplate",
+      "n template",
+      "CU R",
+      "C UR",
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+      "oles ale",
+      "▁p g",
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+      "▁Fall s",
+      "▁Fal ls",
+      "▁perspect ives",
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+      "Ab s",
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+      "Stat s",
+      "▁W ard",
+      "▁War d",
+      "▁Wa rd",
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+      "数 十",
+      "秉 承",
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+      "赛 车",
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+      "▁C ass",
+      "▁Ca ss",
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+      "k ill",
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+      "ophag e",
+      "高 清",
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+      "芜 湖",
+      "一 笑",
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+      "imm er",
+      "ie mann",
+      "iem ann",
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+      "▁ma d",
+      "▁ mad",
+      "所以 我",
+      "pro tein",
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+      "大家 的",
+      "大 家的",
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+      "▁out line",
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+      "▁P ET",
+      "▁PE T",
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+      "▁sort s",
+      "▁sor ts",
+      "nP erson",
+      "nPer son",
+      "n Person",
+      "主 观",
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+      "ab olic",
+      "abol ic",
+      "abo lic",
+      "a bolic",
+      "羁押一日 折抵刑期一日",
+      "为主 要",
+      "为 主要",
+      "ro st",
+      "ros t",
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+      "vi c",
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+      "▁ex ceptions",
+      "▁except ions",
+      "▁exception s",
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+      "> _",
+      "▁air way",
+      "el ection",
+      "ele ction",
+      "elect ion",
+      "e lection",
+      "▁t ends",
+      "▁ten ds",
+      "▁tend s",
+      "▁Te X",
+      "▁ TeX",
+      "修 订",
+      "▁re nown",
+      "目的 探讨",
+      "ze ros",
+      "zer os",
+      "zero s",
+      "z eros",
+      "▁M ode",
+      "▁Mod e",
+      "▁Mo de",
+      "▁ Mode",
+      "▁F ather",
+      "▁Fa ther",
+      "▁Fat her",
+      "default s",
+      "过 后",
+      "▁det ecting",
+      "▁detect ing",
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+      "ini an",
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+      "agr ams",
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+      "▁Cro at",
+      "少 了",
+      "IC S",
+      "I CS",
+      "▁am ateur",
+      "区 委",
+      "▁aband oned",
+      "▁abandon ed",
+      "星 星",
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+      "年中 国",
+      "年 中国",
+      "um bai",
+      "umb ai",
+      "▁n eph",
+      "▁ne ph",
+      "▁nep h",
+      "ur ally",
+      "ural ly",
+      "▁ 剧",
+      "水 库",
+      "oc ese",
+      "▁作品 目录",
+      "▁conflic ts",
+      "▁conflict s",
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+      "ococc us",
+      "权利 人",
+      "▁网络 小说",
+      "▁ 网络小说",
+      "▁h elic",
+      "▁he lic",
+      "▁hel ic",
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+      "▁trem end",
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+      "▁w elfare",
+      "▁wel fare",
+      "ke ley",
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+      "M obile",
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+      "Se lection",
+      "Select ion",
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+      "乌 克兰",
+      "▁acc idents",
+      "▁accident s",
+      "▁f leet",
+      "▁fle et",
+      "▁flee t",
+      "▁O t",
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+      "I FA",
+      "▁K ap",
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+      "▁kinetic s",
+      "高新 区",
+      "高 新区",
+      "▁pl ots",
+      "▁plot s",
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+      "时 机",
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+      "▁Rep air",
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+      "▁ das",
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+      "▁To b",
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+      "华 人",
+      "▁A bb",
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+      "奥运 会",
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+      "z ing",
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+      "综合 运用",
+      "▁B etter",
+      "▁Bet ter",
+      "▁Fr eder",
+      "▁Fre der",
+      "▁Fred er",
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+      "▁sevent h",
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+      "na re",
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+      "月 的",
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+      "异 性",
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+      "▁R y",
+      "应当 在",
+      "nin clude",
+      "n include",
+      "天 涯",
+      "▁D ir",
+      "▁Di r",
+      "▁ Dir",
+      "ab lab",
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+      "nM oths",
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+      "▁ti ck",
+      "▁ tick",
+      "本院 不予支持",
+      "本院不予 支持",
+      "he ld",
+      "hel d",
+      "h eld",
+      "▁r uled",
+      "▁rule d",
+      "▁rul ed",
+      "▁ru led",
+      "但 他",
+      "▁laws uit",
+      "▁antib iotic",
+      "毫 升",
+      "▁bar rel",
+      "▁barr el",
+      "End point",
+      "副 教授",
+      "案 发",
+      "▁P rim",
+      "▁Pr im",
+      "▁Pri m",
+      "▁ Prim",
+      "何 时",
+      "严 肃",
+      "的女 人",
+      "的 女人",
+      "▁B loom",
+      "▁Bl oom",
+      "▁Blo om",
+      "▁metast atic",
+      "▁meta static",
+      "但是 在",
+      "但 是在",
+      "▁T ower",
+      "▁To wer",
+      "▁Tow er",
+      "涉及 到",
+      "▁over night",
+      "nH on",
+      "温 州",
+      "援 助",
+      "▁C ash",
+      "▁Ca sh",
+      "▁Cas h",
+      "倡 导",
+      "对 他",
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+      "大 佬",
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+      "被告 的",
+      "Wh ile",
+      "() ));\\",
+      "()) );\\",
+      "())) ;\\",
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+      "执行 期间",
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+      "▁A bd",
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+      "t el",
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+      "▁Po ol",
+      "▁ Pool",
+      "▁C lose",
+      "▁Cl ose",
+      "▁Clo se",
+      "▁ Close",
+      "▁intern ationally",
+      "▁international ly",
+      "▁M etal",
+      "▁Me tal",
+      "▁Met al",
+      "▁Meta l",
+      "比赛 中",
+      "▁consider ably",
+      "今天 的",
+      "今 天的",
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+      "▁exclude d",
+      "妹 子",
+      "Sc anner",
+      "Scan ner",
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+      "▁Bi ology",
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+      "▁position ing",
+      "▁E ye",
+      "▁Ey e",
+      "乙 烯",
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+      "异 地",
+      "转 账",
+      "首 批",
+      "综合 征",
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+      "l ooking",
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+      "▁ident ifies",
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+      "▁trad itionally",
+      "▁traditional ly",
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+      "▁e lite",
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+      "▁elit e",
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+      "▁h ass",
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+      "▁ha ss",
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+      "▁tie r",
+      "▁ti er",
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+      "六 个",
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+      "▁S omething",
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+      "▁U pload",
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+      "▁ Upload",
+      "的申请 符合法律规定",
+      "的 申请符合法律规定",
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+      "委 屈",
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+      "在此 基础上",
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+      "诱 惑",
+      "▁P rivacy",
+      "▁Tr ading",
+      "▁Tra ding",
+      "▁Trad ing",
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+      "▁Ident ity",
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+      "▁Wh atever",
+      "▁What ever",
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+      "▁ Cd",
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+      "▁ MW",
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+      "复 苏",
+      "准确 的",
+      "投资 人",
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+      "e gg",
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+      "▁Ch ester",
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+      "平 台上",
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+      "二〇一六年十一 月",
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+      "Lo ndon",
+      "L ondon",
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+      "锅 里",
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+      "巴 基",
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+      "延长赛 落败",
+      "证监会 否决",
+      "反映给 相关部门",
+      "把 她",
+      "白 玉",
+      "加深 天马",
+      "融券 筹码",
+      "实录 加西亚",
+      "重组案 再遭",
+      "▁R atio",
+      "▁Rat io",
+      "▁ Ratio",
+      "不断累 加深天马",
+      "日美股 专家坐堂",
+      "实录加西亚 延长赛落败",
+      "融券筹码 不断累加深天马",
+      "融券筹码不断累加深天马 重组案再遭",
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+      "▁Br east",
+      "▁Bre ast",
+      "我的经纪人 告诉我",
+      "万 能",
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+      "▁fi er",
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+      "▁Cor rection",
+      "▁Correct ion",
+      "第一百五十四条 裁定适用于下列范围",
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+      "晚饭 团",
+      "月 获得",
+      "会签下 我",
+      "却被 物管",
+      "请求 判令",
+      "你的遭遇 吧",
+      "却依然 在向",
+      "扬子 晚饭团",
+      "明明 废弃了",
+      "一直在 关注我",
+      "却被物管 私吞",
+      "并将 你的遭遇",
+      "我坚信 有球队",
+      "我知道 有球队",
+      "所以我很 刻苦",
+      "而且 这个城市",
+      "怀特 非常高兴能",
+      "我现在 来到了一",
+      "说出 你的遭遇吧",
+      "赢得胜利的 球队",
+      "业主收取 公摊水费",
+      "我非常感激 这一切",
+      "租金 却被物管私吞",
+      "请登录 西祠讨论版",
+      "又有 多少小区的水景",
+      "将自己磨练 得更全面",
+      "我们将予以 追踪报道",
+      "我知道有球队 注意我",
+      "而且这个城市 也很好",
+      "我坚信有球队 会签下我",
+      "一个不断 赢得胜利的球队",
+      "南京还有 多少小区的水景",
+      "怀特非常高兴能 签约火箭",
+      "有几支球队 一直在关注我",
+      "却依然在向 业主收取公摊水费",
+      "又有多少小区的水景 挪作他用",
+      "并将你的遭遇 反映给相关部门",
+      "我现在来到了一 支出色的球队",
+      "南京还有多少小区的水景 明明废弃了",
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+      "甲基 苯丙胺",
+      "▁th under",
+      "▁Ess ential",
+      "▁comp letes",
+      "▁complet es",
+      "▁complete s",
+      "适 中",
+      "一千 元",
+      "一 千元",
+      "rupt ing",
+      "rup ting",
+      "研发 的",
+      "研 发的",
+      "要 及时",
+      "其他 需要",
+      "▁re vert",
+      "▁reve rt",
+      "▁rev ert",
+      "▁rever t",
+      "Det ector",
+      "▁pri ests",
+      "▁priest s",
+      "活 塞",
+      "aj s",
+      "a js",
+      "▁I G",
+      "▁ IG",
+      "▁德 国",
+      "▁ 德国",
+      "▁re ck",
+      "▁r eck",
+      "▁rec k",
+      "▁ reck",
+      "REG IST",
+      "▁Cons ortium",
+      "▁approxim ations",
+      "▁approximation s",
+      "▁ 名",
+      "成 因",
+      "▁H K",
+      "▁ HK",
+      "立方 分米",
+      "il ian",
+      "ili an",
+      "ilia n",
+      "til es",
+      "ti les",
+      "tile s",
+      "t iles",
+      "▁fung us",
+      "▁mult iples",
+      "▁multiple s",
+      "▁multi ples",
+      "▁multip les",
+      "村 落",
+      "▁anti cancer",
+      "▁antic ancer",
+      "倒 霉",
+      "看 清",
+      "陵 县",
+      "▁b og",
+      "▁bo g",
+      "CA CHE",
+      "C ACHE",
+      "tc har",
+      "t char",
+      "▁im perial",
+      "▁imp erial",
+      "▁imper ial",
+      "都 可",
+      "AD C",
+      "A DC",
+      "同学 的",
+      "同 学的",
+      "CE PT",
+      "▁S PI",
+      "▁SP I",
+      "▁ SPI",
+      "te sted",
+      "test ed",
+      "tes ted",
+      "t ested",
+      "▁Bo nus",
+      "▁Bon us",
+      "ome rase",
+      "omer ase",
+      "劳动人事争议 仲裁委员会",
+      "Authent icated",
+      "募 集",
+      "大 军",
+      "yl p",
+      "y lp",
+      "予以 采纳",
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+      "▁pe nn",
+      "▁pen n",
+      "▁bomb s",
+      "▁bom bs",
+      "miss ible",
+      "界 定",
+      "BM I",
+      "B MI",
+      "切换 到",
+      "方程 的",
+      "简直 是",
+      "▁Bry ant",
+      "▁Bryan t",
+      "Image View",
+      "▁super market",
+      "▁supermark et",
+      "年 和",
+      "高 地",
+      "这样 可以",
+      "酒店 交通",
+      "▁S par",
+      "▁Sp ar",
+      "▁Spa r",
+      "▁Mon ten",
+      "▁Mont en",
+      "▁Monte n",
+      "▁ 那",
+      "学 分",
+      "构 图",
+      "祭 祀",
+      "是 全国",
+      "十三 条的规定",
+      "十三条 的规定",
+      "▁her editary",
+      "以 各主要景点的距离如下",
+      "踊 跃",
+      "▁动物 界",
+      "▁Cru ise",
+      "▁compl aining",
+      "▁complain ing",
+      "楼 房",
+      "上 大学",
+      "景 德镇",
+      "更 重要",
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+      "▁bond ed",
+      "▁bon ded",
+      "▁land marks",
+      "▁landmark s",
+      "▁arbitr arily",
+      "▁breast feeding",
+      "能 效",
+      "el og",
+      "elo g",
+      "e log",
+      "▁Cl early",
+      "▁Cle arly",
+      "▁Clear ly",
+      "▁L agrangian",
+      "应 邀",
+      "新鲜 的",
+      "问题 进行分析",
+      "read able",
+      "▁Arm enia",
+      "▁Armen ia",
+      "▁Con verter",
+      "▁Convert er",
+      "▁ Converter",
+      "P t",
+      "魔 王",
+      "▁Sof ia",
+      "▁app arel",
+      "▁appar el",
+      "玉 环",
+      "理 赔",
+      "芝 士",
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+      "▁G iant",
+      "▁Gi ant",
+      "▁Gian t",
+      "▁it iner",
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+      "asse r",
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+      "▁Ti er",
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+      "笼 罩",
+      "车 库",
+      "高级 工程师",
+      "搭 档",
+      "少年 的",
+      "少 年的",
+      "la sh",
+      "las h",
+      "l ash",
+      "▁G IS",
+      "▁GI S",
+      "▁ GIS",
+      "系统 地",
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+      "应予 终结",
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+      "根本 上",
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+      "▁respon ders",
+      "▁respond ers",
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+      "▁L und",
+      "▁Lu nd",
+      "律 诗",
+      "目标 的",
+      "目 标的",
+      "}^{ {",
+      "}^ {{",
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+      "▁ Scan",
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+      "▁inspir ational",
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+      "nUs age",
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+      "r eli",
+      "一个月 内",
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+      "▁multip lier",
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+      "▁п ри",
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+      "Sci ence",
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+      "▁Peters on",
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+      "▁subscribe r",
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+      "柔 和",
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+      "超 大",
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+      "减轻 处罚",
+      "减 轻处罚",
+      "be low",
+      "bel ow",
+      "G ITHUB",
+      "投资 管理有限公司",
+      "就不 用",
+      "就 不用",
+      "▁E RA",
+      "▁ER A",
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+      "岭 南",
+      "排 球",
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+      "和 治疗",
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+      "二〇一八年 五月",
+      "▁Dir ichlet",
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+      "皮 的",
+      "园林 绿化",
+      "in ges",
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+      "inge s",
+      "▁play back",
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+      "\\\\ '",
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+      "▁% %",
+      "▁ %%",
+      "机械 化",
+      "解决 的",
+      "取 暖",
+      "后 备",
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+      "本 能",
+      "当然 了",
+      "的人 类",
+      "的 人类",
+      "▁se cular",
+      "▁sec ular",
+      "▁ter restrial",
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+      "佣 金",
+      "佳 人",
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+      "立方 厘米",
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+      "交 界",
+      "资金 的",
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+      "▁B ing",
+      "▁Bi ng",
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+      "▁spokes woman",
+      "巴 马",
+      "市 东",
+      "an yl",
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+      "ov ir",
+      "ovi r",
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+      "文化 产业",
+      "▁Jan et",
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+      "▁No bel",
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+      "▁tele v",
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+      "▁por es",
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+      "在服刑 改造期间",
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+      "▁ 第六",
+      "信息 安全",
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+      "▁subscription s",
+      "▁subs criptions",
+      "某某 诉被告",
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+      "在 过去",
+      "问题 了",
+      "ST IT",
+      "ol um",
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+      "▁fr ench",
+      "▁fre nch",
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+      "阵 营",
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+      "领导 和",
+      "▁j wt",
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+      "司法 解释",
+      "▁n ortheastern",
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+      "▁northeast ern",
+      "江 东",
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+      "银 杏",
+      "▁E van",
+      "▁Ev an",
+      "▁Rom ney",
+      "▁F amilies",
+      "气 动",
+      "飞 的",
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+      "▁La h",
+      "R ussian",
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+      "▁th riving",
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+      "网易 云",
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+      "▁neuropath y",
+      "与 研究",
+      "em os",
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+      "今 朝",
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+      "E CD",
+      "惯 用脚",
+      "</ >\\",
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+      "▁Bl ind",
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+      "二〇一五年 九月",
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+      "▁inverse ly",
+      "地 亚",
+      "外 接",
+      "安装 包",
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+      "密 钥",
+      "还有 人",
+      "还 有人",
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+      "的 条件下",
+      "▁\\' /\\'",
+      "▁\\'/ \\'",
+      "▁web inar",
+      "▁webin ar",
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+      "我也不 知道",
+      "我 也不知道",
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+      "你 来",
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+      "▁ Slot",
+      "▁h eur",
+      "▁he ur",
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+      "▁{ %",
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+      "医疗 卫生",
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+      "请告诉我 您的选择",
+      "conf irmed",
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+      "▁narr atives",
+      "▁narrative s",
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+      "▁anticip ation",
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+      "Ne ver",
+      "N ever",
+      "请您务必 注意",
+      "在回答 以下这道",
+      "问题和选项 的内容",
+      "▁work sheet",
+      "▁works heet",
+      "从选项中 选定正确答案",
+      "具有挑战性的 选择题时",
+      "▁ast rocytes",
+      "▁astr ocytes",
+      "请您务必注意 问题和选项的内容",
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+      "▁Ba li",
+      "bra him",
+      "工贸 有限公司",
+      "▁De bian",
+      "▁Deb ian",
+      "▁bat ting",
+      "▁batt ing",
+      "审慎考虑 您的选择",
+      "并告诉我 您认为的",
+      "请用您的 专业知识",
+      "nEvery one",
+      "▁work outs",
+      "▁workout s",
+      "▁summar izes",
+      "▁summarize s",
+      "以下备选答案 可供您选择",
+      "请用您的专业知识 回答以下问题",
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+      "南 阳市",
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+      "迷 人",
+      "▁X Y",
+      "▁ XY",
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+      "此 地",
+      "专 升本",
+      "如果 你想",
+      "如果你 想",
+      "请选择你认为 合适的答案",
+      "人 权",
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+      "转 子",
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+      "L EN",
+      "fl uent",
+      "flu ent",
+      "f luent",
+      "▁pione ering",
+      "▁pioneer ing",
+      "心 率",
+      "OT H",
+      "O TH",
+      "▁{ /",
+      "吸血 鬼",
+      "请 审查",
+      "近 距离",
+      "严格 执行",
+      "▁Thom son",
+      "astruct ural",
+      "▁file system",
+      "▁files ystem",
+      "▁ filesystem",
+      "▁cent imeters",
+      "准 时",
+      "坏 人",
+      "移 交",
+      "…… [",
+      "fin e",
+      "fi ne",
+      "f ine",
+      "▁h oc",
+      "▁ho c",
+      "ne num",
+      "nen um",
+      "n enum",
+      "urt les",
+      "urtle s",
+      "实际应用 领域",
+      "▁r ented",
+      "▁rent ed",
+      "他 俩",
+      "录 入",
+      "面 目",
+      "co rs",
+      "cor s",
+      "c ors",
+      "▁B yz",
+      "▁By z",
+      "▁b lu",
+      "▁bl u",
+      "发展 方向",
+      "人民检察院 以",
+      "▁d oping",
+      "▁do ping",
+      "▁dop ing",
+      "▁pet rol",
+      "最高人民法院关于 执行案件立案",
+      "发 给",
+      "失 控",
+      "次 于",
+      "起 初",
+      "▁ 开发商",
+      "第十三 章",
+      "第 十三章",
+      "选择 是什么",
+      "▁F loyd",
+      "▁Flo yd",
+      "get Type",
+      "▁cr acked",
+      "▁crack ed",
+      "▁contr asting",
+      "▁contrast ing",
+      "参 见",
+      "博物 院",
+      "在 生活中",
+      "▁Joy ce",
+      "▁str aps",
+      "▁strap s",
+      "▁disadvant age",
+      "刷 牙",
+      "在 同",
+      "提取 物",
+      "nI ce",
+      "随着 我国",
+      "▁t idal",
+      "▁ti dal",
+      "▁tid al",
+      "Drop down",
+      "Ext ended",
+      "▁obs essed",
+      "▁Attribute Error",
+      "随 处",
+      "非常 好的",
+      "非常好 的",
+      "▁stabil ize",
+      "凌 云",
+      "环 形",
+      "竹 林",
+      "乐 意",
+      "Ow n",
+      "O wn",
+      "Draw er",
+      "D rawer",
+      "st ance",
+      "stan ce",
+      "sta nce",
+      "{{' }}(",
+      "▁ch eek",
+      "▁che ek",
+      "cont ained",
+      "▁sandwich es",
+      "▁sandw iches",
+      "他 将",
+      "口 中",
+      "引 言",
+      "水 务",
+      "MP a",
+      "M Pa",
+      "乘 进率",
+      "▁R ise",
+      "▁Ri se",
+      "itor ium",
+      "ito rium",
+      "请审查 以下问题",
+      "▁el usive",
+      "▁ens ured",
+      "▁ensure d",
+      "▁St ability",
+      "作为一名 知识渊博的人",
+      "Ow nProperty",
+      "Own Property",
+      "南 岸",
+      "垫 付",
+      "烟 雾",
+      "智能 家居",
+      "an dan",
+      "and an",
+      "anda n",
+      "a ndan",
+      "ef fer",
+      "eff er",
+      "▁h ips",
+      "▁hip s",
+      "▁hi ps",
+      "▁ hips",
+      "On Init",
+      "O nInit",
+      "工业 和信息化",
+      "▁am azon",
+      "▁ amazon",
+      "人 流",
+      "eb o",
+      "e bo",
+      "▁A da",
+      "▁Ad a",
+      "▁S ham",
+      "▁Sh am",
+      "▁Sha m",
+      "Par allel",
+      "▁m ornings",
+      "▁mor nings",
+      "▁morning s",
+      "恐 慌",
+      "nA g",
+      "n Ag",
+      "▁c t",
+      "▁ ct",
+      "有一 条",
+      "有 一条",
+      "ce ls",
+      "cel s",
+      "c els",
+      "只是 为了",
+      "只 是为了",
+      "▁Al leg",
+      "▁All eg",
+      "▁Sc andin",
+      "▁Scan din",
+      "前 瞻",
+      "房 地",
+      "雨 后",
+      "tt o",
+      "t to",
+      "nH ol",
+      "n Hol",
+      "得到 结果",
+      "选项 涉及到",
+      "▁rad iographic",
+      "▁radio graphic",
+      "▁radi ographic",
+      "推 翻",
+      "人口 与",
+      "和 个人",
+      "ep pe",
+      "与 对照组",
+      "▁read iness",
+      "延 边",
+      "疤 痕",
+      "以下 的问题和",
+      "以下的 问题和",
+      "审阅 这道选择题",
+      "ter raform",
+      "以下的问题和 选项涉及到",
+      "并从给出的选项中 选定正确答案",
+      "交 响",
+      "▁p u",
+      "▁ pu",
+      "的最 高",
+      "的 最高",
+      "roll up",
+      "▁Fl uid",
+      "▁Flu id",
+      "math scr",
+      "▁S inger",
+      "▁Sing er",
+      "▁Sin ger",
+      "' _",
+      "▁ 廖",
+      "日 为",
+      "瓦 斯",
+      "跑 去",
+      "迷 信",
+      "特别 好",
+      "▁acc ents",
+      "▁ac cents",
+      "▁accent s",
+      "▁intim id",
+      "共 分",
+      "有 空",
+      "诅 咒",
+      "你不 能",
+      "你 不能",
+      "不良 影响",
+      "St rict",
+      "Str ict",
+      "▁centr ifug",
+      "▁digital ly",
+      "▁digit ally",
+      "征 地",
+      "飞 扬",
+      "在 有限",
+      "▁G ap",
+      "▁Ga p",
+      "希望 通过",
+      "▁nom bre",
+      "▁ nombre",
+      "▁coinc ide",
+      "塔 尔",
+      "事业 发展",
+      "kr ainian",
+      "▁non invasive",
+      "切 的",
+      "d ream",
+      "▁head phones",
+      "▁re nin",
+      "▁r enin",
+      "Game Object",
+      "▁advert isers",
+      "▁advertis ers",
+      "▁advertise rs",
+      "国有 资产",
+      "▁ev angel",
+      "▁Mad agascar",
+      "▁authent icity",
+      "▁authentic ity",
+      "库 里",
+      "角 质",
+      "饭 后",
+      "at u",
+      "a tu",
+      "这 玩意",
+      "▁Ar ms",
+      "▁Arm s",
+      "▁S han",
+      "▁Sh an",
+      "▁Sha n",
+      "▁neuro logic",
+      "▁neur ologic",
+      "Error Message",
+      "So n",
+      "S on",
+      "吃 起来",
+      "植物 门",
+      "的 现状",
+      "sm tp",
+      "积极 开展",
+      "ass oci",
+      "asso ci",
+      "ment al",
+      "men tal",
+      "m ental",
+      "▁alk yl",
+      "▁b rides",
+      "▁br ides",
+      "▁brid es",
+      "▁bride s",
+      "▁sur plus",
+      "排 污",
+      "松 下",
+      "隐 蔽",
+      "li ps",
+      "lip s",
+      "l ips",
+      "▁just ification",
+      "出 众",
+      "液 化",
+      "nG O",
+      "n GO",
+      "圆的 半径",
+      "学生 的学习",
+      "学生的 学习",
+      "▁an nex",
+      "▁ann ex",
+      "▁anne x",
+      "▁ge ared",
+      "▁gear ed",
+      "z s",
+      "▁ 邹",
+      "几 分",
+      "鸡 翅",
+      "CI S",
+      "C IS",
+      "Un s",
+      "U ns",
+      "tg o",
+      "t go",
+      "问题 上",
+      "▁M ys",
+      "▁My s",
+      "推广 应用",
+      "oss ip",
+      "▁E duc",
+      "▁Ed uc",
+      "▁Edu c",
+      "▁Joh ann",
+      "it eration",
+      "ite ration",
+      "iter ation",
+      "w f",
+      "中 层",
+      "打 压",
+      "大大 的",
+      "大 大的",
+      "en ko",
+      "as InstanceOf",
+      "▁ ∠",
+      "tm ax",
+      "t max",
+      "▁M am",
+      "▁Ma m",
+      "▁CO DE",
+      "▁ CODE",
+      "▁t weak",
+      "▁twe ak",
+      "Sample s",
+      "Sam ples",
+      "S amples",
+      "in spect",
+      "ins pect",
+      "insp ect",
+      "▁Br owns",
+      "▁Brown s",
+      "▁Brow ns",
+      "▁fac ade",
+      "▁per ennial",
+      "▁un conscious",
+      "▁uncon scious",
+      "张 伟",
+      "民 意",
+      "它 本身",
+      "{} \\'",
+      "{}\\ '",
+      "{ }\\'",
+      "▁第一 章",
+      "▁ 第一章",
+      ")^ {\\\\",
+      ")^{ \\\\",
+      ") ^{\\\\",
+      "stad t",
+      "sta dt",
+      "▁Recomm ended",
+      "▁Recommend ed",
+      "履 职",
+      "拓 片",
+      "活 在",
+      "S qu",
+      "Pro d",
+      "Pr od",
+      "P rod",
+      "▁A val",
+      "▁Av al",
+      "你 都",
+      "BL E",
+      "B LE",
+      "等式 的",
+      "等 式的",
+      "an gs",
+      "ang s",
+      "en et",
+      "ene t",
+      "e net",
+      "▁a vg",
+      "▁av g",
+      "▁ avg",
+      "印度 尼西亚",
+      "▁sim plex",
+      "▁simple x",
+      "▁simpl ex",
+      "调 配",
+      "最好 不要",
+      "▁M etric",
+      "▁Met ric",
+      "▁ Metric",
+      "▁Na ples",
+      "▁Nap les",
+      "▁disturb ed",
+      "▁touchdown s",
+      "远 处",
+      "雨 花",
+      "HD L",
+      "H DL",
+      "K in",
+      "平均 每天",
+      "built in",
+      "▁reward ed",
+      "$: \\",
+      "$ :\\",
+      "的 记忆",
+      "的 诊断",
+      "▁L ey",
+      "▁Le y",
+      "▁Jen ny",
+      "▁Jenn y",
+      "其中 农业人口",
+      "▁un even",
+      "▁une ven",
+      "▁Pr event",
+      "▁Pre vent",
+      "▁nons ense",
+      "▁partition ing",
+      "▁Trans formation",
+      "▁Transform ation",
+      "不 买",
+      "留 住",
+      "▁CO NF",
+      "▁CON F",
+      "▁ CONF",
+      "▁e sta",
+      "▁est a",
+      "▁es ta",
+      "▁ esta",
+      "▁m ods",
+      "▁mod s",
+      "▁mo ds",
+      "▁C ardi",
+      "▁Car di",
+      "▁Card i",
+      "▁proceed ing",
+      "▁disappe arance",
+      "▁disappear ance",
+      "嘴 角",
+      "王 建",
+      "迎 合",
+      "so v",
+      "s ov",
+      "可以 进行",
+      "▁l ista",
+      "▁li sta",
+      "▁list a",
+      "海 贼",
+      "lb l",
+      "l bl",
+      "▁A rd",
+      "▁Ar d",
+      "城市 管理",
+      "是 错误的",
+      "越来 越高",
+      "越来越 高",
+      "且 申请执行人",
+      "▁or acle",
+      "▁ oracle",
+      "▁Act ivation",
+      "下 山",
+      "人 居",
+      "穷 人",
+      "Ge orge",
+      "▁No ble",
+      "▁Nob le",
+      "▁H ollow",
+      "▁Hol low",
+      "▁retic ulum",
+      "白 斑",
+      "▁S ag",
+      "▁Sa g",
+      "人民法院 对",
+      "他 把",
+      "啦 啦",
+      "木 马",
+      "案 款",
+      "试 管",
+      "驾 照",
+      "转换 成",
+      "转 换成",
+      "es us",
+      "e sus",
+      "struct uring",
+      "入 坑",
+      "演 义",
+      "的 类型",
+      "根据 原告",
+      "研究 报告",
+      "as uring",
+      "Not Empty",
+      "▁migr aine",
+      "依法 须经批准的项目",
+      "| }",
+      "创造 出",
+      "病 患者",
+      "nc he",
+      "nch e",
+      "n che",
+      "▁E CM",
+      "▁EC M",
+      "ur ous",
+      "uro us",
+      "u rous",
+      "nu nder",
+      "nun der",
+      "n under",
+      "计算 器",
+      "中国 文化",
+      "通知 如下",
+      "fi ber",
+      "fib er",
+      "f iber",
+      "在 本次执行程序中",
+      "▁Ac counts",
+      "▁Account s",
+      "▁gang lion",
+      "▁Inter state",
+      "两 款",
+      "这 组",
+      "▁ 代表",
+      "依赖 于",
+      "▁Col our",
+      "▁Start up",
+      "生效之日起 十日内",
+      "▁Chrom ium",
+      "inter action",
+      "围 观",
+      "得 罪",
+      "om od",
+      "omo d",
+      "o mod",
+      "▁H ers",
+      "▁He rs",
+      "▁Her s",
+      "if olia",
+      "dim ensions",
+      "dimension s",
+      "d imensions",
+      "sp awn",
+      "不 甘",
+      "汉 书",
+      "语 境",
+      "In B",
+      "I nB",
+      "了一 年",
+      "了 一年",
+      "小数 的",
+      "小 数的",
+      "▁i ris",
+      "▁ir is",
+      "▁ iris",
+      "▁游戏 平台",
+      "司法鉴定 中心",
+      "un credited",
+      "东 湖",
+      "玄 武",
+      "这一 步",
+      "这 一步",
+      "投资或 控股",
+      "申请 执行的",
+      "申请执行 的",
+      "ncon fig",
+      "n config",
+      "▁borrow ed",
+      "▁trust worthy",
+      "精 油",
+      "▁Gl acier",
+      "▁first ly",
+      "回 转",
+      "稿 件",
+      "切除 术",
+      "ar yl",
+      "ary l",
+      "a ryl",
+      "▁b uds",
+      "▁bu ds",
+      "▁bud s"
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer.model b/tokenizer.model
new file mode 100644
index 0000000..3acef16
--- /dev/null
+++ b/tokenizer.model
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb74d51116831c3bf65db812c553f94ab0c88dcf97a5bbb37e3504f6d359c530
+size 1181204
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..92c77dc
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,116 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73440": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73441": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73442": {
+      "content": "<|tool_call|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73443": {
+      "content": "<|execute_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73444": {
+      "content": "<|execute_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73445": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73446": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73447": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_end|>",
+    "<|im_start|>",
+    "<|tool_call|>",
+    "<|execute_start|>",
+    "<|execute_end|>",
+    "<|fim_prefix|>",
+    "<|fim_middle|>",
+    "<|fim_suffix|>"
+  ],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": null,
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false,
+  "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"
+}